CINXE.COM

Machine Learning – Building Fynd

<!DOCTYPE html><html xmlns:cc="http://creativecommons.org/ns#"><head prefix="og: http://ogp.me/ns# fb: http://ogp.me/ns/fb# medium-com: http://ogp.me/ns/fb/medium-com#"><meta http-equiv="Content-Type" content="text/html; charset=utf-8"><meta name="viewport" content="width=device-width, initial-scale=1.0, viewport-fit=contain"><title>Machine Learning – Building Fynd</title><link rel="canonical" href="https://blog.gofynd.com/tagged/machine-learning"><link id="feedLink" rel="alternate" type="application/rss+xml" title="RSS" href="https://medium.com/feed/fynd-team/tagged/machine-learning"><meta name="robots" content="index,follow"><meta name="title" content="Machine Learning – Building Fynd"><meta name="referrer" content="unsafe-url"><meta name="description" content="Read writing about Machine Learning in Building Fynd. Latest from our product and engineering teams."><meta name="theme-color" content="#000000"><meta property="og:title" content="Machine Learning – Building Fynd"><meta property="twitter:title" content="Machine Learning – Building Fynd"><meta property="og:url" content="https://blog.gofynd.com/tagged/machine-learning"><meta property="fb:app_id" content="542599432471018"><meta property="og:description" content="Read writing about Machine Learning in Building Fynd. Latest from our product and engineering teams."><meta name="twitter:description" content="Read writing about Machine Learning in Building Fynd. Latest from our product and engineering teams."><meta name="twitter:image:src" content=""><meta property="og:type" content="medium-com:collection"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:site" content="@lifeatfynd"><meta property="og:site_name" content="Building Fynd"><meta name="twitter:app:name:iphone" content="Medium"><meta name="twitter:app:id:iphone" content="828256236"><meta property="al:ios:app_name" content="Medium"><meta property="al:ios:app_store_id" content="828256236"><meta property="al:android:package" content="com.medium.reader"><meta property="al:android:app_name" content="Medium"><meta property="al:web:url" content="https://blog.gofynd.com/tagged/machine-learning"><link rel="search" type="application/opensearchdescription+xml" title="Medium" href="/osd.xml" /><link rel="alternate" href="android-app://com.medium.reader/https/medium.com" /><link rel="stylesheet" href="https://cdn-static-1.medium.com/_/fp/css/main-branding-base.ouwh4uMviI3QQWIjxRhkHA.12.css"><script>!function(n,e){var t,o,i,c=[],f={passive:!0,capture:!0},r=new Date,a="pointerup",u="pointercancel";function p(n,c){t||(t=c,o=n,i=new Date,w(e),s())}function s(){o>=0&&o<i-r&&(c.forEach(function(n){n(o,t)}),c=[])}function l(t){if(t.cancelable){var o=(t.timeStamp>1e12?new Date:performance.now())-t.timeStamp;"pointerdown"==t.type?function(t,o){function i(){p(t,o),r()}function c(){r()}function r(){e(a,i,f),e(u,c,f)}n(a,i,f),n(u,c,f)}(o,t):p(o,t)}}function w(n){["click","mousedown","keydown","touchstart","pointerdown"].forEach(function(e){n(e,l,f)})}w(n),self.perfMetrics=self.perfMetrics||{},self.perfMetrics.onFirstInputDelay=function(n){c.push(n),s()}}(addEventListener,removeEventListener);</script><script>document.domain = document.domain;</script><script>if (window.top !== window.self) window.location = 'about:blank';var OB_startTime = new Date().getTime(); var OB_loadErrors = []; function _onerror(e) { OB_loadErrors.push(e) }; if (document.addEventListener) document.addEventListener("error", _onerror, true); else if (document.attachEvent) document.attachEvent("onerror", _onerror); function _asyncScript(u) {var d = document, f = d.getElementsByTagName("script")[0], s = d.createElement("script"); s.type = "text/javascript"; s.async = true; s.src = u; f.parentNode.insertBefore(s, f);}function _asyncStyles(u) {var d = document, f = d.getElementsByTagName("script")[0], s = d.createElement("link"); s.rel = "stylesheet"; s.href = u; f.parentNode.insertBefore(s, f); return s}(new Image()).src = "/_/stat?event=pixel.load&origin=" + encodeURIComponent(location.origin);</script><script>window.ga=window.ga||function(){(ga.q=ga.q||[]).push(arguments)};ga.l=+new Date; ga("create", "G-7JY7T788PK", "auto", {"allowLinker": true, "legacyCookieDomain": window.location.hostname});ga("send", "pageview");</script><script async src="https://www.google-analytics.com/analytics.js"></script><script>(function () {var height = window.innerHeight || document.documentElement.clientHeight || document.body.clientHeight; var width = window.innerWidth || document.documentElement.clientWidth || document.body.clientWidth; document.write("<style>section.section-image--fullBleed.is-backgrounded {padding-top: " + Math.round(1.1 * height) + "px;}section.section-image--fullScreen.is-backgrounded, section.section-image--coverFade.is-backgrounded {min-height: " + height + "px; padding-top: " + Math.round(0.5 * height) + "px;}.u-height100vh {height: " + height + "px !important;}.u-height110vh {height: " + Math.round(1.1 * height) + "px !important;}.u-minHeight100vh {min-height: " + height + "px !important;}.u-maxHeight100vh {max-height: " + height + "px !important;}section.section-image--coverFade {height: " + height + "px;}.section-aspectRatioViewportPlaceholder, .section-aspectRatioViewportCropPlaceholder {max-height: " + height + "px;}.section-aspectRatioViewportBottomSpacer, .section-aspectRatioViewportBottomPlaceholder {max-height: " + Math.round(0.5 * height) + "px;}.zoomable:before {top: " + (-1 * height) + "px; left: " + (-1 * width) + "px; padding: " + height + "px " + width + "px;}</style>");})()</script><!--[if lt IE 9]><script charset="UTF-8" src="https://cdn-static-1.medium.com/_/fp/js/shiv.RI2ePTZ5gFmMgLzG5bEVAA.12.js"></script><![endif]--><link rel="icon" href="https://cdn-images-1.medium.com/fit/c/256/256/1*Q7qNEfm08Fj5NVUQFFIbjQ.png" class="js-favicon"><link rel="apple-touch-icon" sizes="152x152" href="https://cdn-images-1.medium.com/fit/c/304/304/1*Q7qNEfm08Fj5NVUQFFIbjQ.png"><link rel="apple-touch-icon" sizes="120x120" href="https://cdn-images-1.medium.com/fit/c/240/240/1*Q7qNEfm08Fj5NVUQFFIbjQ.png"><link rel="apple-touch-icon" sizes="76x76" href="https://cdn-images-1.medium.com/fit/c/152/152/1*Q7qNEfm08Fj5NVUQFFIbjQ.png"><link rel="apple-touch-icon" sizes="60x60" href="https://cdn-images-1.medium.com/fit/c/120/120/1*Q7qNEfm08Fj5NVUQFFIbjQ.png"><link rel="mask-icon" href="https://cdn-static-1.medium.com/_/fp/icons/monogram-mask.KPLCSFEZviQN0jQ7veN2RQ.12.svg" color="#171717"></head><body itemscope class=" browser-ie os-windows v-unbound v-glyph v-glyph--m2-unbound-source-serif-pro is-noJs"><script>document.body.className = document.body.className.replace(/(^|\s)is-noJs(\s|$)/, "$1is-js$2")</script><div class="site-main" id="container"><div class="butterBar butterBar--error"></div><div class="surface"><div id="prerendered" class="screenContent"><div class="metabar u-clearfix u-boxShadow4px12pxBlackLighter u-textColorTransparentWhiteDarker js-metabar"><div class="branch-journeys-top"></div><div class="js-metabarMiddle metabar-inner u-marginAuto u-maxWidth1032 u-flexCenter u-justifyContentSpaceBetween u-height65 u-xs-height56 u-paddingHorizontal20"><div class="metabar-block u-flex1 u-flexCenter"><div class="js-metabarLogoLeft"><a href="https://medium.com/" data-log-event="home" class="siteNav-logo u-fillBlack u-flex0 u-flexCenter u-paddingTop0"><span class="svgIcon svgIcon--wordmarkMedium svgIcon--120x26px u-flex"><svg class="svgIcon-use" width="120" height="26" ><path d="M29.57 1.404l.036-.008V1.12h-7.27l-6.75 15.979-6.75-15.98H1.003v.278l.035.008c1.327.302 2 .752 2 2.374v18.993c0 1.623-.676 2.073-2.003 2.374L1 25.153v.279h5.315v-.278l-.035-.008c-1.327-.302-2-.751-2-2.374V4.88l8.67 20.552h.492l8.924-21.125V23.24c-.114 1.282-.782 1.677-1.983 1.95l-.036.009v.275h9.259V25.2l-.036-.008c-1.203-.274-1.886-.67-2-1.95l-.006-19.464h.006c0-1.622.674-2.072 2-2.374zm4.23 12.582c.15-3.412 1.367-5.875 3.41-5.918.629.01 1.157.219 1.568.62.872.852 1.282 2.634 1.219 5.298h-6.198zm-.092.962h10.85v-.046c-.03-2.61-.78-4.64-2.228-6.033-1.25-1.204-3.103-1.867-5.048-1.867h-.043c-1.01 0-2.248.246-3.13.693a7.316 7.316 0 00-2.623 2.086c-1.185 1.479-1.903 3.477-2.078 5.724a13.717 13.717 0 00-.04.755c-.004.195-.005.39-.001.587.117 5.087 2.846 9.153 7.692 9.153 4.254 0 6.73-3.132 7.348-7.336l-.312-.11c-1.085 2.259-3.034 3.628-5.252 3.461-3.028-.228-5.347-3.32-5.137-7.066m23.122 6.893c-.356.85-1.099 1.319-2.094 1.319-.995 0-1.905-.689-2.552-1.939-.694-1.342-1.06-3.24-1.06-5.487 0-4.678 1.445-7.704 3.68-7.704.937 0 1.674.468 2.026 1.284v12.527zm7.198 3.335c-1.327-.316-2-.787-2-2.492V0l-8.062 2.392v.293l.05-.004c1.111-.09 1.866.064 2.304.472.343.32.51.809.51 1.498v3.11C56.033 7.25 55.088 7 53.94 7c-2.326 0-4.453.987-5.986 2.779-1.599 1.867-2.444 4.42-2.444 7.38 0 5.287 2.584 8.84 6.43 8.84 2.25 0 4.06-1.242 4.888-3.336v2.811h7.233v-.29l-.035-.008zM70.94 3.085c0-1.65-1.236-2.896-2.875-2.896-1.632 0-2.908 1.272-2.908 2.896 0 1.624 1.278 2.896 2.908 2.896 1.64 0 2.875-1.245 2.875-2.896zm1.903 22.092c-1.327-.316-2-.787-2-2.492h-.006V7.055l-7.234 2.092v.284l.043.004c1.566.14 1.994.683 1.994 2.525v13.515h7.24v-.29l-.037-.008zm18.536 0c-1.327-.316-2-.787-2-2.492V7.055L82.49 9.078v.285l.04.004c1.28.136 1.65.71 1.65 2.56v9.88c-.426.85-1.227 1.356-2.196 1.39-1.573 0-2.439-1.07-2.439-3.012V7.055l-7.234 2.092v.284l.044.004c1.565.14 1.994.683 1.994 2.525v8.362a9.443 9.443 0 00.15 1.741l.13.57C75.243 24.845 76.848 26 79.362 26c2.129 0 3.996-1.328 4.818-3.405v2.885h7.233v-.291l-.034-.012zm28.102.298v-.291l-.035-.009c-1.44-.334-2.001-.964-2.001-2.248V12.295C117.445 8.98 115.597 7 112.5 7c-2.257 0-4.16 1.314-4.893 3.36-.582-2.168-2.257-3.36-4.734-3.36-2.175 0-3.88 1.156-4.612 3.11V7.056l-7.233 2.006v.286l.043.004c1.547.138 1.994.697 1.994 2.492v13.631h6.75v-.29l-.037-.01c-1.148-.271-1.519-.767-1.519-2.04V10.95c.304-.715.917-1.562 2.127-1.562 1.504 0 2.266 1.05 2.266 3.116v12.972h6.751v-.29l-.035-.01c-1.149-.271-1.52-.767-1.52-2.04V12.294a7.107 7.107 0 00-.095-1.21c.322-.777.97-1.696 2.23-1.696 1.524 0 2.265 1.02 2.265 3.116v12.972h7.233z"/></svg></span><span class="u-textScreenReader">Homepage</span></a></div><div class="u-paddingLeft10 u-sm-show r-paddingRight10"><a href="https://rsci.app.link/?%24canonical_url=https%3A%2F%2Fmedium.com/fynd-team%3F~feature=LoMobileNavBar&~channel=ShowCollectionHome&~stage=m2">Open in app</a></div></div><div class="metabar-block u-flex0 u-flexCenter"><div class="u-flexCenter u-height65 u-xs-height56"><div class="buttonSet buttonSet--wide u-lineHeightInherit"><a class="button button--primary button--chromeless u-accentColor--buttonNormal is-inSiteNavBar u-xs-hide js-signInButton" href="https://medium.com/m/signin?redirect=https%3A%2F%2Fblog.gofynd.com%2Ftagged%2Fmachine-learning&amp;source=--------------------------nav_reg&amp;operation=login" data-action="sign-in-prompt" data-redirect="https://blog.gofynd.com/tagged/machine-learning" data-action-source="--------------------------nav_reg">Sign in</a><a class="button button--primary button--withChrome u-accentColor--buttonNormal is-inSiteNavBar js-signUpButton" href="https://medium.com/m/signin?redirect=https%3A%2F%2Fblog.gofynd.com%2Ftagged%2Fmachine-learning&amp;source=--------------------------nav_reg&amp;operation=register" data-action="sign-up-prompt" data-redirect="https://blog.gofynd.com/tagged/machine-learning" data-action-source="--------------------------nav_reg">Get started</a></div></div></div></div><div class="u-tintBgColor u-tintSpectrum " ><div class="metabar-inner u-marginAuto u-maxWidth1032 u-paddingHorizontal20 js-metabarBottom"><nav role="navigation" class="metabar-block metabar-block--below u-flexCenter u-overflowHidden u-height54"><div class="u-flexCenter u-overflowHidden"><div class="u-marginRight40"><a href="https://blog.gofynd.com?source=logo-lo_0301bd5f2e32---91d0019cb1ab" class="u-flexCenter js-collectionLogoOrName"><img height="36" width="72" src="https://cdn-images-1.medium.com/letterbox/144/72/50/50/1*qOeeVf-aNCFCtn2_qeSUFw.png?source=logoAvatar-lo_0301bd5f2e32---91d0019cb1ab" alt="Building Fynd" /></a></div><div class="u-overflowHidden u-xs-hide"><ul class="u-textAlignLeft u-noWrap u-overflowX u-height80 u-marginTop40 js-collectionNavItems"><li class="metabar-navItem js-collectionNavItem u-inlineBlock u-fontSize13 u-textUppercase u-letterSpacing1px u-textColorNormal u-xs-paddingRight12 u-xs-marginRight0 u-xs-paddingTop10"><a class="link link--darken u-accentColor--textDarken link--noUnderline u-baseColor--link js-navItemLink" href="https://blog.gofynd.com/tagged/engineering">Engineering</a></li><li class="metabar-navItem js-collectionNavItem u-inlineBlock u-fontSize13 u-textUppercase u-letterSpacing1px u-textColorNormal u-xs-paddingRight12 u-xs-marginRight0 u-xs-paddingTop10"><a class="link link--darken u-accentColor--textDarken link--noUnderline u-baseColor--link js-navItemLink" href="https://blog.gofynd.com/tagged/machine-learning">Machine Learning</a></li><li class="metabar-navItem js-collectionNavItem u-inlineBlock u-fontSize13 u-textUppercase u-letterSpacing1px u-textColorNormal u-xs-paddingRight12 u-xs-marginRight0 u-xs-paddingTop10"><a class="link link--darken u-accentColor--textDarken link--noUnderline u-baseColor--link js-navItemLink" href="https://blog.gofynd.com/tagged/design">Design</a></li><li class="metabar-navItem js-collectionNavItem u-inlineBlock u-fontSize13 u-textUppercase u-letterSpacing1px u-textColorNormal u-xs-paddingRight12 u-xs-marginRight0 u-xs-paddingTop10"><a class="link link--darken u-accentColor--textDarken link--noUnderline u-baseColor--link js-navItemLink" href="https://blog.gofynd.com/tagged/growth">Growth</a></li><li class="metabar-navItem js-collectionNavItem u-inlineBlock u-fontSize13 u-textUppercase u-letterSpacing1px u-textColorNormal u-xs-paddingRight12 u-xs-marginRight0 u-xs-paddingTop10"><a class="link link--darken u-accentColor--textDarken link--noUnderline u-baseColor--link js-navItemLink" href="https://blog.gofynd.com/tagged/culture">Culture</a></li><span class="u-borderLeft1 u-baseColor--borderLight"></span><li class="metabar-navItem js-collectionNavItem is-external u-inlineBlock u-fontSize13 u-textUppercase u-letterSpacing1px u-textColorNormal u-xs-paddingRight12 u-xs-marginRight0 u-xs-paddingTop10"><a class="link link--darkenOnHover u-accentColor--textDarken link--noUnderline u-baseColor--link js-navItemLink" href="https://www.fynd.com" rel="nofollow noopener" target="_blank">Fynd</a></li></ul></div></div></nav></div></div></div><div class="metabar metabar--spacer js-metabarSpacer u-tintBgColor u-height119 u-xs-height110"></div><div class="container u-foreground u-maxWidth1032 u-paddingTop40"><div class="row u-relative"><div class="col u-size12of12"><div class="row"><div class="col u-size4of12 js-aboutCollectionBox"><header class="heading heading--page u-marginTop0 u-xs-marginTop20 u-sm-marginBottom5" ><div class="u-clearfix"><div class="heading-content u-floatLeft"><div class="heading-prefix">Tagged in</div><h1 class="heading-title heading-title--bold u-marginTop0 u-xs-marginTop20 u-sm-marginBottom5">Machine Learning</h1></div></div></header><div class="u-sm-hide"><div class="u-tableCell"><a class="link u-baseColor--link avatar avatar--roundedRectangle" href="https://blog.gofynd.com" title="Go to Building Fynd" aria-label="Go to Building Fynd" data-collection-slug="fynd-team"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*Q7qNEfm08Fj5NVUQFFIbjQ.png" class="avatar-image u-size36x36 u-xs-size32x32" alt="Building Fynd"></a></div><div class="u-tableCell u-verticalAlignMiddle u-textColorNormal u-fontSize16 u-breakWord u-paddingLeft10">Building Fynd</div><div class="u-fontSize14 u-lineHeightBaseSans u-textColorDark u-paddingTop15 u-paddingBottom15"><div class="u-marginBottom15 u-breakWord">Latest from our product and engineering teams</div><a class=" link--darken u-accentColor--textDarken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com/about">More information</a></div><div class="u-fontSize14 u-lineHeightBaseSans u-textColorDark u-paddingBottom15"><header class="heading heading--allCaps heading--light" ><div class="u-clearfix"><div class="heading-content u-floatLeft"><span class="heading-title">Followers</span></div></div></header>1.2K </div><div class="u-fontSize14 u-lineHeightBaseSans u-marginBottom4 u-paddingBottom15"><header class="heading heading--allCaps heading--light" ><div class="u-clearfix"><div class="heading-content u-floatLeft"><span class="heading-title">Elsewhere</span></div></div></header><div class="linkSet"><a class="button button--dark button--chromeless is-touchIconBlackPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--dark button--chromeless" href="mailto:brands@fynd.com" title="Email" aria-label="Email"><span class="button-defaultState"><span class="svgIcon svgIcon--email svgIcon--21px"><svg class="svgIcon-use" width="21" height="21" ><path d="M4.508 4A2.504 2.504 0 002 6.508v.277l8.054 4.1c.225.115.667.115.892 0L19 6.785v-.277A2.503 2.503 0 0016.492 4H4.508zm4.995 8.133L2 8.313v6.323a2.502 2.502 0 002.508 2.507h11.984A2.505 2.505 0 0019 14.636V8.313l-7.503 3.82c-.285.145-.64.217-.997.217-.356 0-.712-.072-.997-.217z"/></svg></span></span></a><a class="button button--dark button--chromeless is-touchIconBlackPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--dark button--chromeless" href="https://twitter.com/lifeatfynd" title="X profile" aria-label="X profile" target="_blank"><span class="button-defaultState"><span class="svgIcon svgIcon--twitter svgIcon--21px"><svg class="svgIcon-use" width="21" height="21" fill="none" ><path d="M11.74 9.478l4.842-5.628h-1.147l-4.204 4.887L7.873 3.85H4l5.078 7.39L4 17.142h1.147l4.44-5.16 3.546 5.16h3.873L11.74 9.478zm-1.571 1.827l-.514-.736L5.56 4.714h1.762l3.304 4.725.514.736 4.295 6.143h-1.763l-3.504-5.013z" fill="#242424"/></svg></span></span></a><a class="button button--dark button--chromeless is-touchIconBlackPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--dark button--chromeless" href="//facebook.com/lifeatfynd" title="Facebook page" aria-label="Facebook page" target="_blank"><span class="button-defaultState"><span class="svgIcon svgIcon--facebookFilled svgIcon--21px"><svg class="svgIcon-use" width="21" height="21" ><path d="M18.26 10.55c0-4.302-3.47-7.79-7.75-7.79-4.28 0-7.75 3.488-7.75 7.79a7.773 7.773 0 006.535 7.684v-5.49h-1.89v-2.2h1.89v-1.62c0-1.882 1.144-2.907 2.814-2.907.8 0 1.48.06 1.68.087V8.07h-1.15c-.91 0-1.09.435-1.09 1.07v1.405h2.16l-.28 2.2h-1.88v5.515c3.78-.514 6.7-3.766 6.7-7.71"/></svg></span></span></a></div></div><div class="u-fontSize14 u-lineHeightBaseSans u-textColorDark u-paddingBottom15"><header class="heading heading--allCaps heading--light u-marginBottom10" ><div class="u-clearfix"><div class="heading-content u-floatLeft"><span class="heading-title u-marginBottom10">More, on Medium</span></div></div></header><ul class="tags tags--postTags tags--light"><li><a class="link u-baseColor--link" href="https://medium.com/tag/machine-learning">Machine Learning</a></li></ul></div></div></div><div class="col u-size8of12 u-sm-size12of12"><div class="u-marginBottom40 u-sm-marginBottom20"><div class="u-height65 u-sm-hide"></div></div><div class="js-tagStream"><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="388471a24281" data-source="---------0-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@this.is.hemant.singh" data-action="show-user-card" data-action-value="5103184cd757" data-action-type="hover" data-user-id="5103184cd757" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*2JQS3MQzmMU_vh3WbHAhfQ.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Hemant Singh"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@this.is.hemant.singh?source=---------0-----------------------" data-action="show-user-card" data-action-source="---------0-----------------------" data-action-value="5103184cd757" data-action-type="hover" data-user-id="5103184cd757" data-collection-slug="fynd-team" dir="auto">Hemant Singh</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------0-----------------------" data-action="show-collection-card" data-action-source="---------0-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/improving-erase-bg-with-synthetic-data-388471a24281?source=---------0-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/improving-erase-bg-with-synthetic-data-388471a24281?source=---------0-----------------------" data-action-source="preview-listing" ><time datetime="2024-03-08T03:04:47.981Z">Mar 7</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="8 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/improving-erase-bg-with-synthetic-data-388471a24281?source=---------0-----------------------" data-action-source="---------0-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*eFNZRw-A09KCn9T17_kdPA.png" data-width="1920" data-height="1080" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*eFNZRw-A09KCn9T17_kdPA.png"></div></figure><h3 name="208b" id="208b" class="graf graf--h3 graf-after--figure graf--title">Improving Erase.bg with Synthetic Data</h3><h4 name="2097" id="2097" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle">Enhancing deep learning-based image background removal with…</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/improving-erase-bg-with-synthetic-data-388471a24281?source=---------0-----------------------" data-action="open-post" data-action-source="---------0-----------------------" data-action-value="https://blog.gofynd.com/improving-erase-bg-with-synthetic-data-388471a24281?source=---------0-----------------------" data-post-id="388471a24281">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="388471a24281" data-is-flush-left="true" data-source="listing-----388471a24281---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/388471a24281" data-action-source="listing-----388471a24281---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="388471a24281"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="bb3fb4c41bd8" data-source="---------1-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@shashankvasisht_8994" data-action="show-user-card" data-action-value="6408aa1c1489" data-action-type="hover" data-user-id="6408aa1c1489" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*CI03_gV0KvR2a-WttD4uiw.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Shashank Vasisht"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@shashankvasisht_8994?source=---------1-----------------------" data-action="show-user-card" data-action-source="---------1-----------------------" data-action-value="6408aa1c1489" data-action-type="hover" data-user-id="6408aa1c1489" data-collection-slug="fynd-team" dir="auto">Shashank Vasisht</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------1-----------------------" data-action="show-collection-card" data-action-source="---------1-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8?source=---------1-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8?source=---------1-----------------------" data-action-source="preview-listing" ><time datetime="2023-03-28T06:24:58.883Z">Mar 27, 2023</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="15 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8?source=---------1-----------------------" data-action-source="---------1-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="0*rJjyYQz-gKIc45dN" data-width="1600" data-height="800" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/0*rJjyYQz-gKIc45dN"></div></figure><h4 name="2ea3" id="2ea3" class="graf graf--h4 graf-after--figure graf--kicker">Machine Learning</h4><h3 name="64eb" id="64eb" class="graf graf--h3 graf-after--h4 graf--trailing graf--title"><strong class="markup--strong markup--h3-strong">Exploring the latest innovations in Computer Vision</strong></h3></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8?source=---------1-----------------------" data-action="open-post" data-action-source="---------1-----------------------" data-action-value="https://blog.gofynd.com/exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8?source=---------1-----------------------" data-post-id="bb3fb4c41bd8">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="bb3fb4c41bd8" data-is-flush-left="true" data-source="listing-----bb3fb4c41bd8---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/bb3fb4c41bd8" data-action-source="listing-----bb3fb4c41bd8---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="bb3fb4c41bd8">103</button></span></div></div><div class="buttonSet u-floatRight"><a class="button button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8?source=---------1-----------------------#--responses" data-action-source="---------1-----------------------">1 response</a><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="bb3fb4c41bd8"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="86f727789635" data-source="---------2-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@rupalsharma_64335" data-action="show-user-card" data-action-value="6d19a8df5727" data-action-type="hover" data-user-id="6d19a8df5727" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/0*bHQk9K6VeuJZRsO_" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Rupal Sharma"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@rupalsharma_64335?source=---------2-----------------------" data-action="show-user-card" data-action-source="---------2-----------------------" data-action-value="6d19a8df5727" data-action-type="hover" data-user-id="6d19a8df5727" data-collection-slug="fynd-team" dir="auto">Rupal Sharma</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------2-----------------------" data-action="show-collection-card" data-action-source="---------2-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/a-walkthrough-of-pixelbins-1-ranking-on-product-hunt-86f727789635?source=---------2-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/a-walkthrough-of-pixelbins-1-ranking-on-product-hunt-86f727789635?source=---------2-----------------------" data-action-source="preview-listing" ><time datetime="2023-03-24T10:40:15.906Z">Mar 24, 2023</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="8 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/a-walkthrough-of-pixelbins-1-ranking-on-product-hunt-86f727789635?source=---------2-----------------------" data-action-source="---------2-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*OMi6xExZoEBRVkdmqF3KLw.png" data-width="2938" data-height="1412" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*OMi6xExZoEBRVkdmqF3KLw.png"></div></figure><h4 name="4411" id="4411" class="graf graf--h4 graf-after--figure graf--kicker">Growth</h4><h3 name="c946" id="c946" class="graf graf--h3 graf-after--h4 graf--title">A walkthrough of PixelBin’s #1 ranking on Product Hunt</h3><h4 name="75fb" id="75fb" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle"><strong class="markup--strong markup--h4-strong">Behind the scenes of our</strong>…</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/a-walkthrough-of-pixelbins-1-ranking-on-product-hunt-86f727789635?source=---------2-----------------------" data-action="open-post" data-action-source="---------2-----------------------" data-action-value="https://blog.gofynd.com/a-walkthrough-of-pixelbins-1-ranking-on-product-hunt-86f727789635?source=---------2-----------------------" data-post-id="86f727789635">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="86f727789635" data-is-flush-left="true" data-source="listing-----86f727789635---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/86f727789635" data-action-source="listing-----86f727789635---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="86f727789635">15</button></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="86f727789635"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="76f6dcd86dde" data-source="---------3-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@rahuld3eora" data-action="show-user-card" data-action-value="c0b8e0e6e9b0" data-action-type="hover" data-user-id="c0b8e0e6e9b0" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*yiQbwaG6UYBBeLZeDgIVLg.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Rahul Deora"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@rahuld3eora?source=---------3-----------------------" data-action="show-user-card" data-action-source="---------3-----------------------" data-action-value="c0b8e0e6e9b0" data-action-type="hover" data-user-id="c0b8e0e6e9b0" data-collection-slug="fynd-team" dir="auto">Rahul Deora</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------3-----------------------" data-action="show-collection-card" data-action-source="---------3-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde?source=---------3-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde?source=---------3-----------------------" data-action-source="preview-listing" ><time datetime="2021-05-31T07:53:49.427Z">May 30, 2021</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="7 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde?source=---------3-----------------------" data-action-source="---------3-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="0*kbuaYRbS8bhrJu1l.png" data-width="1554" data-height="514" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/0*kbuaYRbS8bhrJu1l.png"></div></figure><h3 name="610a" id="610a" class="graf graf--h3 graf-after--figure graf--title">EraseBG: Instant Background Removal for Everyone</h3><h4 name="35b3" id="35b3" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle">Learn how Fynd’s Engineering team built a tool that…</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde?source=---------3-----------------------" data-action="open-post" data-action-source="---------3-----------------------" data-action-value="https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde?source=---------3-----------------------" data-post-id="76f6dcd86dde">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="76f6dcd86dde" data-is-flush-left="true" data-source="listing-----76f6dcd86dde---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/76f6dcd86dde" data-action-source="listing-----76f6dcd86dde---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="76f6dcd86dde">110</button></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="76f6dcd86dde"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="a8762edb312e" data-source="---------4-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@arjun921" data-action="show-user-card" data-action-value="a2dcfee1b1c1" data-action-type="hover" data-user-id="a2dcfee1b1c1" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*NG1jnBdcK-TAA7Tw0i6frg.png" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Arjun Sunil"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@arjun921?source=---------4-----------------------" data-action="show-user-card" data-action-source="---------4-----------------------" data-action-value="a2dcfee1b1c1" data-action-type="hover" data-user-id="a2dcfee1b1c1" data-collection-slug="fynd-team" dir="auto">Arjun Sunil</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------4-----------------------" data-action="show-collection-card" data-action-source="---------4-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/we-fixed-the-color-extraction-problem-for-e-commerce-a8762edb312e?source=---------4-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/we-fixed-the-color-extraction-problem-for-e-commerce-a8762edb312e?source=---------4-----------------------" data-action-source="preview-listing" ><time datetime="2021-03-04T05:27:37.299Z">Mar 3, 2021</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="13 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/we-fixed-the-color-extraction-problem-for-e-commerce-a8762edb312e?source=---------4-----------------------" data-action-source="---------4-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*xhZUKiO793GL8uovqHDSuA.png" data-width="2240" data-height="1260" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*xhZUKiO793GL8uovqHDSuA.png"></div></figure><h3 name="previewTitle" id="previewTitle" class="graf graf--h3 graf-after--figure graf--title">We fixed the “Color” extraction problem for E-Commerce</h3><h4 name="previewSubtitle" id="previewSubtitle" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle">Journey of our approach and how we came up with…</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/we-fixed-the-color-extraction-problem-for-e-commerce-a8762edb312e?source=---------4-----------------------" data-action="open-post" data-action-source="---------4-----------------------" data-action-value="https://blog.gofynd.com/we-fixed-the-color-extraction-problem-for-e-commerce-a8762edb312e?source=---------4-----------------------" data-post-id="a8762edb312e">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="a8762edb312e" data-is-flush-left="true" data-source="listing-----a8762edb312e---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/a8762edb312e" data-action-source="listing-----a8762edb312e---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="a8762edb312e">214</button></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="a8762edb312e"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="525de4f6ba7d" data-source="---------5-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@shubhwicked" data-action="show-user-card" data-action-value="ad0bb7a9cb52" data-action-type="hover" data-user-id="ad0bb7a9cb52" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*xwBQvi_9huexxGQFLj9Vow.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Shubham Kamlapuri"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@shubhwicked?source=---------5-----------------------" data-action="show-user-card" data-action-source="---------5-----------------------" data-action-value="ad0bb7a9cb52" data-action-type="hover" data-user-id="ad0bb7a9cb52" data-collection-slug="fynd-team" dir="auto">Shubham Kamlapuri</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------5-----------------------" data-action="show-collection-card" data-action-source="---------5-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d?source=---------5-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d?source=---------5-----------------------" data-action-source="preview-listing" ><time datetime="2021-02-02T10:33:30.057Z">Feb 2, 2021</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="5 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d?source=---------5-----------------------" data-action-source="---------5-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*zFCYLDoe2qq48CKDQGaeqA.jpeg" data-width="1280" data-height="720" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*zFCYLDoe2qq48CKDQGaeqA.jpeg"></div></figure><h3 name="c0f7" id="c0f7" class="graf graf--h3 graf-after--figure graf--title">Business Perspective of GlamAR</h3><h4 name="9457" id="9457" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle">A business outlook of our AR-based SAAS product.</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d?source=---------5-----------------------" data-action="open-post" data-action-source="---------5-----------------------" data-action-value="https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d?source=---------5-----------------------" data-post-id="525de4f6ba7d">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="525de4f6ba7d" data-is-flush-left="true" data-source="listing-----525de4f6ba7d---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/525de4f6ba7d" data-action-source="listing-----525de4f6ba7d---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="525de4f6ba7d">189</button></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="525de4f6ba7d"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="a03bf2d06d6" data-source="---------6-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@vineetkushwaha" data-action="show-user-card" data-action-value="82d88148bf04" data-action-type="hover" data-user-id="82d88148bf04" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/0*MU1N_78fQXVBsry9." class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Vineet Kushwaha"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@vineetkushwaha?source=---------6-----------------------" data-action="show-user-card" data-action-source="---------6-----------------------" data-action-value="82d88148bf04" data-action-type="hover" data-user-id="82d88148bf04" data-collection-slug="fynd-team" dir="auto">Vineet Kushwaha</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------6-----------------------" data-action="show-collection-card" data-action-source="---------6-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6?source=---------6-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6?source=---------6-----------------------" data-action-source="preview-listing" ><time datetime="2021-02-02T10:17:31.309Z">Feb 2, 2021</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="8 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6?source=---------6-----------------------" data-action-source="---------6-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*2LGO321WErg9zJgkJd5uHg.png" data-width="1195" data-height="493" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*2LGO321WErg9zJgkJd5uHg.png"></div></figure><h3 name="478c" id="478c" class="graf graf--h3 graf-after--figure graf--title"><em class="markup--em markup--h3-em">Technical Gear of </em>GlamAR</h3><h4 name="a6d7" id="a6d7" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle">How we built GlamAR, an Augmented Reality platform for a seamless try-on…</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6?source=---------6-----------------------" data-action="open-post" data-action-source="---------6-----------------------" data-action-value="https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6?source=---------6-----------------------" data-post-id="a03bf2d06d6">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="a03bf2d06d6" data-is-flush-left="true" data-source="listing-----a03bf2d06d6---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/a03bf2d06d6" data-action-source="listing-----a03bf2d06d6---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="a03bf2d06d6">196</button></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="a03bf2d06d6"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="2edb08166be4" data-source="---------7-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@tushar.kolhe" data-action="show-user-card" data-action-value="3c3a2299bf5c" data-action-type="hover" data-user-id="3c3a2299bf5c" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*ssKsbiTpAQohaOt-E7ig2w.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Tushar Kolhe"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@tushar.kolhe?source=---------7-----------------------" data-action="show-user-card" data-action-source="---------7-----------------------" data-action-value="3c3a2299bf5c" data-action-type="hover" data-user-id="3c3a2299bf5c" data-collection-slug="fynd-team" dir="auto">Tushar Kolhe</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------7-----------------------" data-action="show-collection-card" data-action-source="---------7-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/ai-powered-fashion-in-video-2edb08166be4?source=---------7-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/ai-powered-fashion-in-video-2edb08166be4?source=---------7-----------------------" data-action-source="preview-listing" ><time datetime="2021-01-14T07:48:30.822Z">Jan 13, 2021</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="7 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/ai-powered-fashion-in-video-2edb08166be4?source=---------7-----------------------" data-action-source="---------7-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*pw-gfCkcRcpXIf2CDAVLrg.jpeg" data-width="2177" data-height="730" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*pw-gfCkcRcpXIf2CDAVLrg.jpeg"></div></figure><h3 name="previewTitle" id="previewTitle" class="graf graf--h3 graf-after--figure graf--title">AI-Powered: Fashion in Video</h3><h4 name="previewSubtitle" id="previewSubtitle" class="graf graf--h4 graf-after--h3 graf--trailing graf--subtitle">Automated pipeline to extract unique fashion from any video source</h4></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/ai-powered-fashion-in-video-2edb08166be4?source=---------7-----------------------" data-action="open-post" data-action-source="---------7-----------------------" data-action-value="https://blog.gofynd.com/ai-powered-fashion-in-video-2edb08166be4?source=---------7-----------------------" data-post-id="2edb08166be4">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="2edb08166be4" data-is-flush-left="true" data-source="listing-----2edb08166be4---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/2edb08166be4" data-action-source="listing-----2edb08166be4---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="2edb08166be4">279</button></span></div></div><div class="buttonSet u-floatRight"><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="2edb08166be4"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="552586d698c" data-source="---------8-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@tushar.kolhe" data-action="show-user-card" data-action-value="3c3a2299bf5c" data-action-type="hover" data-user-id="3c3a2299bf5c" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/1*ssKsbiTpAQohaOt-E7ig2w.jpeg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of Tushar Kolhe"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@tushar.kolhe?source=---------8-----------------------" data-action="show-user-card" data-action-source="---------8-----------------------" data-action-value="3c3a2299bf5c" data-action-type="hover" data-user-id="3c3a2299bf5c" data-collection-slug="fynd-team" dir="auto">Tushar Kolhe</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------8-----------------------" data-action="show-collection-card" data-action-source="---------8-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c?source=---------8-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c?source=---------8-----------------------" data-action-source="preview-listing" ><time datetime="2020-10-13T07:34:02.481Z">Oct 12, 2020</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="11 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c?source=---------8-----------------------" data-action-source="---------8-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*BTqo8SHYQkKuq1Qaic6G7Q.jpeg" data-width="2880" data-height="1320" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*BTqo8SHYQkKuq1Qaic6G7Q.jpeg"></div></figure><h4 name="cf7f" id="cf7f" class="graf graf--h4 graf-after--figure graf--kicker">Research at Fynd</h4><h3 name="9f14" id="9f14" class="graf graf--h3 graf-after--h4 graf--trailing graf--title">How to boost object detection accuracy by understanding data</h3></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c?source=---------8-----------------------" data-action="open-post" data-action-source="---------8-----------------------" data-action-value="https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c?source=---------8-----------------------" data-post-id="552586d698c">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="552586d698c" data-is-flush-left="true" data-source="listing-----552586d698c---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/552586d698c" data-action-source="listing-----552586d698c---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="552586d698c">602</button></span></div></div><div class="buttonSet u-floatRight"><a class="button button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c?source=---------8-----------------------#--responses" data-action-source="---------8-----------------------">4 responses</a><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="552586d698c"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div><div class="streamItem streamItem--postPreview js-streamItem"><div class="cardChromeless u-marginTop20 u-paddingTop10 u-paddingBottom15 u-paddingLeft20 u-paddingRight20"><div class="postArticle postArticle--short js-postArticle js-trackPostPresentation js-trackPostScrolls" data-post-id="573ba46c275" data-source="---------9-----------------------"><div class="u-clearfix u-marginBottom15 u-paddingTop5"><div class="postMetaInline u-floatLeft u-sm-maxWidthFullWidth"><div class="u-flexCenter"><div class="postMetaInline-avatar u-flex0"><a class="link u-baseColor--link avatar" href="https://blog.gofynd.com/@durgeshsamant" data-action="show-user-card" data-action-value="6f235ff9bfc0" data-action-type="hover" data-user-id="6f235ff9bfc0" data-collection-slug="fynd-team" dir="auto"><img src="https://cdn-images-1.medium.com/fit/c/72/72/0*-i60aGyshy5Ko4Ky.jpg" class="avatar-image u-size36x36 u-xs-size32x32" alt="Go to the profile of DS"></a></div><div class="postMetaInline postMetaInline-authorLockup ui-captionStrong u-flex1 u-noWrapWithEllipsis"><a class="ds-link ds-link--styleSubtle link link--darken link--accent u-accentColor--textNormal u-accentColor--textDarken" href="https://blog.gofynd.com/@durgeshsamant?source=---------9-----------------------" data-action="show-user-card" data-action-source="---------9-----------------------" data-action-value="6f235ff9bfc0" data-action-type="hover" data-user-id="6f235ff9bfc0" data-collection-slug="fynd-team" dir="auto">DS</a> in <a class="ds-link ds-link--styleSubtle link--darken link--accent u-accentColor--textNormal" href="https://blog.gofynd.com?source=---------9-----------------------" data-action="show-collection-card" data-action-source="---------9-----------------------" data-action-value="fynd-team" data-action-type="hover" data-collection-slug="fynd-team">Building Fynd</a><div class="ui-caption u-fontSize12 u-baseColor--textNormal u-textColorNormal js-postMetaInlineSupplemental"><a class="link link--darken" href="https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275?source=---------9-----------------------" data-action="open-post" data-action-value="https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275?source=---------9-----------------------" data-action-source="preview-listing" ><time datetime="2020-09-08T19:42:10.460Z">Sep 8, 2020</time></a><span class="middotDivider u-fontSize12"></span><span class="readingTime" title="26 min read"></span></div></div></div></div></div><div><a class="" href="https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275?source=---------9-----------------------" data-action-source="---------9-----------------------"><div class="postArticle-content js-postField"><section class="section section--body section--first section--last"><div class="section-divider"><hr class="section-divider"></div><div class="section-content"><div class="section-inner sectionLayout--insetColumn"><figure name="previewImage" id="previewImage" class="graf graf--figure graf--layoutCroppedHeightPreview graf--leading"><div class="aspectRatioPlaceholder is-locked"><div class="aspectRatioPlaceholder-fill" style="padding-bottom: 30%;"></div><img class="graf-image" data-image-id="1*9ZVQ69-S3gFp3r7H9AD4Vw.png" data-width="3126" data-height="1355" data-is-featured="true" src="https://cdn-images-1.medium.com/fit/t/1600/480/1*9ZVQ69-S3gFp3r7H9AD4Vw.png"></div></figure><h4 name="f6f9" id="f6f9" class="graf graf--h4 graf-after--figure graf--kicker">CONTINUOUS LEARNING SERIES</h4><h3 name="0278" id="0278" class="graf graf--h3 graf-after--h4 graf--trailing graf--title">How we broke into the top 1% of the AWS DeepRacer Virtual Circuit</h3></div></div></section></div></a></div><div class="postArticle-readMore"><a class="button button--smaller button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275?source=---------9-----------------------" data-action="open-post" data-action-source="---------9-----------------------" data-action-value="https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275?source=---------9-----------------------" data-post-id="573ba46c275">Read more…</a></div><div class="u-clearfix u-paddingTop10"><div class="u-floatLeft"><div class="multirecommend js-actionMultirecommend u-flexCenter" data-post-id="573ba46c275" data-is-flush-left="true" data-source="listing-----573ba46c275---------------------clap_preview"><div class="u-relative u-foreground"><button class="button button--primary button--chromeless u-accentColor--buttonNormal button--withIcon button--withSvgIcon clapButton js-actionMultirecommendButton clapButton--darker" data-action="sign-up-prompt" data-sign-in-action="multivote" data-requires-token="true" data-redirect="https://medium.com/_/vote/p/573ba46c275" data-action-source="listing-----573ba46c275---------------------clap_preview" aria-label="Clap"><span class="button-defaultState"><span class="svgIcon svgIcon--clap svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.739 0l.761 2.966L13.261 0z"/><path d="M14.815 3.776l1.84-2.551-1.43-.471z"/><path d="M8.378 1.224l1.84 2.551L9.81.753z"/><path d="M20.382 21.622c-1.04 1.04-2.115 1.507-3.166 1.608.168-.14.332-.29.492-.45 2.885-2.886 3.456-5.982 1.69-9.211l-1.101-1.937-.955-2.02c-.315-.676-.235-1.185.245-1.556a.836.836 0 01.66-.16c.342.056.66.28.879.605l2.856 5.023c1.179 1.962 1.379 5.119-1.6 8.098m-13.29-.528l-5.02-5.02a1 1 0 01.707-1.701c.255 0 .512.098.707.292l2.607 2.607a.442.442 0 00.624-.624L4.11 14.04l-1.75-1.75a.998.998 0 111.41-1.413l4.154 4.156a.44.44 0 00.624 0 .44.44 0 000-.624l-4.152-4.153-1.172-1.171a.998.998 0 010-1.41 1.018 1.018 0 011.41 0l1.172 1.17 4.153 4.152a.437.437 0 00.624 0 .442.442 0 000-.624L6.43 8.222a.988.988 0 01-.291-.705.99.99 0 01.29-.706 1 1 0 011.412 0l6.992 6.993a.443.443 0 00.71-.501l-1.35-2.856c-.315-.676-.235-1.185.246-1.557a.85.85 0 01.66-.16c.342.056.659.28.879.606L18.628 14c1.573 2.876 1.067 5.545-1.544 8.156-1.396 1.397-3.144 1.966-5.063 1.652-1.713-.286-3.463-1.248-4.928-2.714zM10.99 5.976l2.562 2.562c-.497.607-.563 1.414-.155 2.284l.265.562-4.257-4.257a.98.98 0 01-.117-.445c0-.267.104-.517.292-.706a1.023 1.023 0 011.41 0zm8.887 2.06c-.375-.557-.902-.916-1.486-1.011a1.738 1.738 0 00-1.342.332c-.376.29-.61.656-.712 1.065a2.1 2.1 0 00-1.095-.562 1.776 1.776 0 00-.992.128l-2.636-2.636a1.883 1.883 0 00-2.658 0 1.862 1.862 0 00-.478.847 1.886 1.886 0 00-2.671-.012 1.867 1.867 0 00-.503.909c-.754-.754-1.992-.754-2.703-.044a1.881 1.881 0 000 2.658c-.288.12-.605.288-.864.547a1.884 1.884 0 000 2.659l.624.622a1.879 1.879 0 00-.91 3.16l5.019 5.02c1.595 1.594 3.515 2.645 5.408 2.959a7.16 7.16 0 001.173.098c1.026 0 1.997-.24 2.892-.7.279.04.555.065.828.065 1.53 0 2.969-.628 4.236-1.894 3.338-3.338 3.083-6.928 1.738-9.166l-2.868-5.043z"/></g></svg></span></span><span class="button-activeState"><span class="svgIcon svgIcon--clapFilled svgIcon--25px is-flushLeft"><svg class="svgIcon-use" width="25" height="25" ><g fill-rule="evenodd"><path d="M11.738 0l.762 2.966L13.262 0z"/><path d="M16.634 1.224l-1.432-.47-.408 3.022z"/><path d="M9.79.754l-1.431.47 1.84 2.552z"/><path d="M22.472 13.307l-3.023-5.32c-.287-.426-.689-.705-1.123-.776a1.16 1.16 0 00-.911.221c-.297.231-.474.515-.535.84.017.022.036.04.053.063l2.843 5.001c1.95 3.564 1.328 6.973-1.843 10.144a8.46 8.46 0 01-.549.501c1.205-.156 2.328-.737 3.351-1.76 3.268-3.268 3.041-6.749 1.737-8.914"/><path d="M12.58 9.887c-.156-.83.096-1.569.692-2.142L10.78 5.252c-.5-.504-1.378-.504-1.879 0-.178.18-.273.4-.329.63l4.008 4.005z"/><path d="M15.812 9.04c-.218-.323-.539-.55-.88-.606a.814.814 0 00-.644.153c-.176.137-.713.553-.24 1.566l1.43 3.025a.539.539 0 11-.868.612L7.2 6.378a.986.986 0 10-1.395 1.395l4.401 4.403a.538.538 0 11-.762.762L5.046 8.54 3.802 7.295a.99.99 0 00-1.396 0 .981.981 0 000 1.394L3.647 9.93l4.402 4.403a.537.537 0 010 .761.535.535 0 01-.762 0L2.89 10.696a.992.992 0 00-1.399-.003.983.983 0 000 1.395l1.855 1.854 2.763 2.765a.538.538 0 01-.76.761l-2.765-2.764a.982.982 0 00-1.395 0 .989.989 0 000 1.395l5.32 5.32c3.371 3.372 6.64 4.977 10.49 1.126C19.74 19.8 20.271 17 18.62 13.982L15.812 9.04z"/></g></svg></span></span></button></div><span class="u-relative u-background js-actionMultirecommendCount u-marginLeft5"><button class="button button--chromeless u-baseColor--buttonNormal js-multirecommendCountButton u-disablePointerEvents" data-action="show-recommends" data-action-value="573ba46c275">236</button></span></div></div><div class="buttonSet u-floatRight"><a class="button button--chromeless u-baseColor--buttonNormal" href="https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275?source=---------9-----------------------#--responses" data-action-source="---------9-----------------------">3 responses</a><button class="button button--dark button--chromeless is-touchIconFadeInPulse u-baseColor--buttonDark button--withIcon button--withSvgIcon button--bookmark js-bookmarkButton" data-action="add-to-bookmarks" data-action-value="573ba46c275"><span class="js-remove-from-bookmarks u-hide"><span class="svgIcon svgIcon--bookmarkFilled svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" ><path d="M19 6c0-1.1-.9-2-2-2H8c-1.1 0-2 .9-2 2v14.66h.012c.01.103.045.204.12.285a.5.5 0 00.706.03L12.5 16.85l5.662 4.126c.205.183.52.17.708-.03a.5.5 0 00.118-.285H19V6z"/></svg></span></span><span class="js-add-to-bookmarks"><span class="svgIcon svgIcon--bookmarkAdd svgIcon--25px is-flushRight"><svg class="svgIcon-use" width="25" height="25" fill="none" ><path d="M18 2.5a.5.5 0 011 0V5h2.5a.5.5 0 010 1H19v2.5a.5.5 0 11-1 0V6h-2.5a.5.5 0 010-1H18V2.5z" fill="#292929"/><path d="M7 7a1 1 0 011-1h3.5a.5.5 0 000-1H8a2 2 0 00-2 2v14a.5.5 0 00.805.396L12.5 17l5.695 4.396A.5.5 0 0019 21v-8.5a.5.5 0 00-1 0v7.485l-5.195-4.012a.5.5 0 00-.61 0L7 19.985V7z" fill="#292929"/></svg></span></span></button></div></div></div></div></div></div></div></div></div></div></div><style class="js-collectionStyle"> .u-accentColor--borderLight {border-color: #6980E5 !important;} .u-accentColor--borderNormal {border-color: #6980E5 !important;} .u-accentColor--borderDark {border-color: #5C6EBF !important;} .u-accentColor--iconLight .svgIcon,.u-accentColor--iconLight.svgIcon {fill: #6980E5 !important;} .u-accentColor--iconNormal .svgIcon,.u-accentColor--iconNormal.svgIcon {fill: #6980E5 !important;} .u-accentColor--iconDark .svgIcon,.u-accentColor--iconDark.svgIcon {fill: #5C6EBF !important;} .u-accentColor--textNormal {color: #5C6EBF !important;} .u-accentColor--hoverTextNormal:hover {color: #5C6EBF !important;} .u-accentColor--textNormal.u-accentColor--textDarken:hover {color: #5565AB !important;} .u-accentColor--textDark {color: #5565AB !important;} .u-accentColor--backgroundLight {background-color: #6980E5 !important;} .u-accentColor--backgroundNormal {background-color: #6980E5 !important;} .u-accentColor--backgroundDark {background-color: #5C6EBF !important;} .u-accentColor--buttonDark {border-color: #5C6EBF !important; color: #5565AB !important;} .u-accentColor--buttonDark:hover {border-color: #5565AB !important;} .u-accentColor--buttonDark .icon:before,.u-accentColor--buttonDark .svgIcon{color: #5C6EBF !important; fill: #5C6EBF !important;} .u-accentColor--buttonNormal:not(.clapButton--largePill) {border-color: #6980E5 !important; color: #5C6EBF !important;} .u-accentColor--buttonNormal:hover {border-color: #5C6EBF !important;} .u-accentColor--buttonNormal .icon:before,.u-accentColor--buttonNormal .svgIcon{color: #6980E5 !important; fill: #6980E5 !important;} .u-accentColor--buttonNormal.button--filled .icon:before,.u-accentColor--buttonNormal.button--filled .svgIcon{color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-accentColor--buttonDark.button--filled,.u-accentColor--buttonDark.button--withChrome.is-active,.u-accentColor--fillWhenActive.is-active {background-color: #5C6EBF !important; border-color: #5C6EBF !important; color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-accentColor--buttonNormal.button--filled:not(.clapButton--largePill),.u-accentColor--buttonNormal.button--withChrome.is-active:not(.clapButton--largePill) {background-color: #6980E5 !important; border-color: #6980E5 !important; color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .postArticle.is-withAccentColors .markup--user,.postArticle.is-withAccentColors .markup--query {color: #5C6EBF !important;}.u-tintBgColor {background-color: rgba(29, 30, 141, 1) !important;}.u-tintBgColor .u-fadeLeft:before {background-image: linear-gradient(to right, rgba(29, 30, 141, 1) 0%, rgba(29, 30, 141, 0) 100%) !important;}.u-tintBgColor .u-fadeRight:after {background-image: linear-gradient(to right, rgba(29, 30, 141, 0) 0%, rgba(29, 30, 141, 1) 100%) !important;} .u-tintSpectrum .u-baseColor--borderLight {border-color: #91A0D8 !important;} .u-tintSpectrum .u-baseColor--borderNormal {border-color: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--borderDark {border-color: #E6EDFF !important;} .u-tintSpectrum .u-baseColor--iconLight .svgIcon,.u-tintSpectrum .u-baseColor--iconLight.svgIcon {fill: #91A0D8 !important;} .u-tintSpectrum .u-baseColor--iconNormal .svgIcon,.u-tintSpectrum .u-baseColor--iconNormal.svgIcon {fill: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--iconDark .svgIcon,.u-tintSpectrum .u-baseColor--iconDark.svgIcon {fill: #E6EDFF !important;} .u-tintSpectrum .u-baseColor--textNormal {color: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--textNormal.u-baseColor--textDarken:hover {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--textDark {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--textDarker {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--backgroundLight {background-color: #91A0D8 !important;} .u-tintSpectrum .u-baseColor--backgroundNormal {background-color: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--backgroundDark {background-color: #E6EDFF !important;} .u-tintSpectrum .u-baseColor--buttonLight {border-color: #91A0D8 !important; color: #91A0D8 !important;} .u-tintSpectrum .u-baseColor--buttonLight:hover {border-color: #91A0D8 !important;} .u-tintSpectrum .u-baseColor--buttonLight .icon:before,.u-tintSpectrum .u-baseColor--buttonLight .svgIcon {color: #91A0D8 !important; fill: #91A0D8 !important;} .u-tintSpectrum .u-baseColor--buttonDark {border-color: #E6EDFF !important; color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--buttonDark:hover {border-color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--buttonDark .icon:before,.u-tintSpectrum .u-baseColor--buttonDark .svgIcon {color: #E6EDFF !important; fill: #E6EDFF !important;} .u-tintSpectrum .u-baseColor--buttonNormal {border-color: #BDC8F1 !important; color: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--buttonNormal:hover {border-color: #E6EDFF !important;} .u-tintSpectrum .u-baseColor--buttonNormal .icon:before,.u-tintSpectrum .u-baseColor--buttonNormal .svgIcon {color: #BDC8F1 !important; fill: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--buttonDark.button--filled,.u-tintSpectrum .u-baseColor--buttonDark.button--withChrome.is-active {background-color: #E6EDFF !important; border-color: #E6EDFF !important; color: rgba(29, 30, 141, 1) !important; fill: rgba(29, 30, 141, 1) !important;} .u-tintSpectrum .u-baseColor--buttonNormal.button--filled,.u-tintSpectrum .u-baseColor--buttonNormal.button--withChrome.is-active {background-color: #BDC8F1 !important; border-color: #BDC8F1 !important; color: rgba(29, 30, 141, 1) !important; fill: rgba(29, 30, 141, 1) !important;} .u-tintSpectrum .u-baseColor--link {color: #BDC8F1 !important;} .u-tintSpectrum .u-baseColor--link.link--darkenOnHover:hover {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--link.link--darken:hover,.u-tintSpectrum .u-baseColor--link.link--darken:focus,.u-tintSpectrum .u-baseColor--link.link--darken:active {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--link.link--dark {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--link.link--dark.link--darken:hover,.u-tintSpectrum .u-baseColor--link.link--dark.link--darken:focus,.u-tintSpectrum .u-baseColor--link.link--dark.link--darken:active {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--link.link--darker {color: #FBFFFF !important;} .u-tintSpectrum .u-baseColor--placeholderNormal ::-webkit-input-placeholder {color: #91A0D8;} .u-tintSpectrum .u-baseColor--placeholderNormal ::-moz-placeholder {color: #91A0D8;} .u-tintSpectrum .u-baseColor--placeholderNormal :-ms-input-placeholder {color: #91A0D8;} .u-tintSpectrum .ui-h1,.u-tintSpectrum .ui-h2,.u-tintSpectrum .ui-h3,.u-tintSpectrum .ui-h4,.u-tintSpectrum .ui-brand1,.u-tintSpectrum .ui-brand2,.u-tintSpectrum .ui-captionStrong {color: #FBFFFF !important; fill: #FBFFFF !important;} .u-tintSpectrum .ui-body,.u-tintSpectrum .ui-caps {color: #FBFFFF !important; fill: #FBFFFF !important;} .u-tintSpectrum .ui-summary,.u-tintSpectrum .ui-caption {color: #91A0D8 !important; fill: #91A0D8 !important;} .u-tintSpectrum .u-accentColor--borderLight {border-color: #91A0D8 !important;} .u-tintSpectrum .u-accentColor--borderNormal {border-color: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--borderDark {border-color: #E6EDFF !important;} .u-tintSpectrum .u-accentColor--iconLight .svgIcon,.u-tintSpectrum .u-accentColor--iconLight.svgIcon {fill: #91A0D8 !important;} .u-tintSpectrum .u-accentColor--iconNormal .svgIcon,.u-tintSpectrum .u-accentColor--iconNormal.svgIcon {fill: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--iconDark .svgIcon,.u-tintSpectrum .u-accentColor--iconDark.svgIcon {fill: #E6EDFF !important;} .u-tintSpectrum .u-accentColor--textNormal {color: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--hoverTextNormal:hover {color: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--textNormal.u-accentColor--textDarken:hover {color: #FBFFFF !important;} .u-tintSpectrum .u-accentColor--textDark {color: #FBFFFF !important;} .u-tintSpectrum .u-accentColor--backgroundLight {background-color: #91A0D8 !important;} .u-tintSpectrum .u-accentColor--backgroundNormal {background-color: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--backgroundDark {background-color: #E6EDFF !important;} .u-tintSpectrum .u-accentColor--buttonDark {border-color: #E6EDFF !important; color: #FBFFFF !important;} .u-tintSpectrum .u-accentColor--buttonDark:hover {border-color: #FBFFFF !important;} .u-tintSpectrum .u-accentColor--buttonDark .icon:before,.u-tintSpectrum .u-accentColor--buttonDark .svgIcon{color: #E6EDFF !important; fill: #E6EDFF !important;} .u-tintSpectrum .u-accentColor--buttonNormal:not(.clapButton--largePill) {border-color: #BDC8F1 !important; color: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--buttonNormal:hover {border-color: #E6EDFF !important;} .u-tintSpectrum .u-accentColor--buttonNormal .icon:before,.u-tintSpectrum .u-accentColor--buttonNormal .svgIcon{color: #BDC8F1 !important; fill: #BDC8F1 !important;} .u-tintSpectrum .u-accentColor--buttonNormal.button--filled .icon:before,.u-tintSpectrum .u-accentColor--buttonNormal.button--filled .svgIcon{color: rgba(29, 30, 141, 1) !important; fill: rgba(29, 30, 141, 1) !important;} .u-tintSpectrum .u-accentColor--buttonDark.button--filled,.u-tintSpectrum .u-accentColor--buttonDark.button--withChrome.is-active,.u-tintSpectrum .u-accentColor--fillWhenActive.is-active {background-color: #E6EDFF !important; border-color: #E6EDFF !important; color: rgba(29, 30, 141, 1) !important; fill: rgba(29, 30, 141, 1) !important;} .u-tintSpectrum .u-accentColor--buttonNormal.button--filled:not(.clapButton--largePill),.u-tintSpectrum .u-accentColor--buttonNormal.button--withChrome.is-active:not(.clapButton--largePill) {background-color: #BDC8F1 !important; border-color: #BDC8F1 !important; color: rgba(29, 30, 141, 1) !important; fill: rgba(29, 30, 141, 1) !important;} .u-tintSpectrum .postArticle.is-withAccentColors .markup--user,.u-tintSpectrum .postArticle.is-withAccentColors .markup--query {color: #BDC8F1 !important;} .u-accentColor--highlightFaint {background-color: rgba(233, 240, 255, 1) !important;} .u-accentColor--highlightStrong.is-active .svgIcon {fill: rgba(201, 222, 255, 1) !important;} .postArticle.is-withAccentColors .markup--quote.is-other {background-color: rgba(233, 240, 255, 1) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .markup--quote.is-other {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(233, 240, 255, 1), rgba(233, 240, 255, 1));} .postArticle.is-withAccentColors .markup--quote.is-me {background-color: rgba(215, 230, 255, 1) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .markup--quote.is-me {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(215, 230, 255, 1), rgba(215, 230, 255, 1));} .postArticle.is-withAccentColors .markup--quote.is-targeted {background-color: rgba(201, 222, 255, 1) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .markup--quote.is-targeted {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(201, 222, 255, 1), rgba(201, 222, 255, 1));} .postArticle.is-withAccentColors .markup--quote.is-selected {background-color: rgba(201, 222, 255, 1) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .markup--quote.is-selected {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(201, 222, 255, 1), rgba(201, 222, 255, 1));} .postArticle.is-withAccentColors .markup--highlight {background-color: rgba(201, 222, 255, 1) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .markup--highlight {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(201, 222, 255, 1), rgba(201, 222, 255, 1));}</style><style class="js-collectionStyleConstant">.u-imageBgColor {background-color: rgba(0, 0, 0, 0.24705882352941178);} .u-imageSpectrum .u-baseColor--borderLight {border-color: rgba(255, 255, 255, 0.6980392156862745) !important;} .u-imageSpectrum .u-baseColor--borderNormal {border-color: rgba(255, 255, 255, 0.8980392156862745) !important;} .u-imageSpectrum .u-baseColor--borderDark {border-color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--iconLight .svgIcon,.u-imageSpectrum .u-baseColor--iconLight.svgIcon {fill: rgba(255, 255, 255, 0.8) !important;} .u-imageSpectrum .u-baseColor--iconNormal .svgIcon,.u-imageSpectrum .u-baseColor--iconNormal.svgIcon {fill: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--iconDark .svgIcon,.u-imageSpectrum .u-baseColor--iconDark.svgIcon {fill: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--textNormal {color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--textNormal.u-baseColor--textDarken:hover {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--textDark {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--textDarker {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--backgroundLight {background-color: rgba(255, 255, 255, 0.8980392156862745) !important;} .u-imageSpectrum .u-baseColor--backgroundNormal {background-color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--backgroundDark {background-color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--buttonLight {border-color: rgba(255, 255, 255, 0.6980392156862745) !important; color: rgba(255, 255, 255, 0.8) !important;} .u-imageSpectrum .u-baseColor--buttonLight:hover {border-color: rgba(255, 255, 255, 0.6980392156862745) !important;} .u-imageSpectrum .u-baseColor--buttonLight .icon:before,.u-imageSpectrum .u-baseColor--buttonLight .svgIcon {color: rgba(255, 255, 255, 0.8) !important; fill: rgba(255, 255, 255, 0.8) !important;} .u-imageSpectrum .u-baseColor--buttonDark {border-color: rgba(255, 255, 255, 0.9490196078431372) !important; color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--buttonDark:hover {border-color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--buttonDark .icon:before,.u-imageSpectrum .u-baseColor--buttonDark .svgIcon {color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--buttonNormal {border-color: rgba(255, 255, 255, 0.8980392156862745) !important; color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--buttonNormal:hover {border-color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--buttonNormal .icon:before,.u-imageSpectrum .u-baseColor--buttonNormal .svgIcon {color: rgba(255, 255, 255, 0.9490196078431372) !important; fill: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--buttonDark.button--filled,.u-imageSpectrum .u-baseColor--buttonDark.button--withChrome.is-active {background-color: rgba(255, 255, 255, 1) !important; border-color: rgba(255, 255, 255, 1) !important; color: rgba(0, 0, 0, 0.24705882352941178) !important; fill: rgba(0, 0, 0, 0.24705882352941178) !important;} .u-imageSpectrum .u-baseColor--buttonNormal.button--filled,.u-imageSpectrum .u-baseColor--buttonNormal.button--withChrome.is-active {background-color: rgba(255, 255, 255, 0.9490196078431372) !important; border-color: rgba(255, 255, 255, 0.9490196078431372) !important; color: rgba(0, 0, 0, 0.24705882352941178) !important; fill: rgba(0, 0, 0, 0.24705882352941178) !important;} .u-imageSpectrum .u-baseColor--link {color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-baseColor--link.link--darkenOnHover:hover {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--link.link--darken:hover,.u-imageSpectrum .u-baseColor--link.link--darken:focus,.u-imageSpectrum .u-baseColor--link.link--darken:active {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--link.link--dark {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--link.link--dark.link--darken:hover,.u-imageSpectrum .u-baseColor--link.link--dark.link--darken:focus,.u-imageSpectrum .u-baseColor--link.link--dark.link--darken:active {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--link.link--darker {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-baseColor--placeholderNormal ::-webkit-input-placeholder {color: rgba(255, 255, 255, 0.8);} .u-imageSpectrum .u-baseColor--placeholderNormal ::-moz-placeholder {color: rgba(255, 255, 255, 0.8);} .u-imageSpectrum .u-baseColor--placeholderNormal :-ms-input-placeholder {color: rgba(255, 255, 255, 0.8);} .u-imageSpectrum .ui-h1,.u-imageSpectrum .ui-h2,.u-imageSpectrum .ui-h3,.u-imageSpectrum .ui-h4,.u-imageSpectrum .ui-brand1,.u-imageSpectrum .ui-brand2,.u-imageSpectrum .ui-captionStrong {color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .ui-body,.u-imageSpectrum .ui-caps {color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .ui-summary,.u-imageSpectrum .ui-caption {color: rgba(255, 255, 255, 0.8) !important; fill: rgba(255, 255, 255, 0.8) !important;} .u-imageSpectrum .u-accentColor--borderLight {border-color: rgba(255, 255, 255, 0.6980392156862745) !important;} .u-imageSpectrum .u-accentColor--borderNormal {border-color: rgba(255, 255, 255, 0.8980392156862745) !important;} .u-imageSpectrum .u-accentColor--borderDark {border-color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--iconLight .svgIcon,.u-imageSpectrum .u-accentColor--iconLight.svgIcon {fill: rgba(255, 255, 255, 0.8) !important;} .u-imageSpectrum .u-accentColor--iconNormal .svgIcon,.u-imageSpectrum .u-accentColor--iconNormal.svgIcon {fill: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--iconDark .svgIcon,.u-imageSpectrum .u-accentColor--iconDark.svgIcon {fill: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--textNormal {color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--hoverTextNormal:hover {color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--textNormal.u-accentColor--textDarken:hover {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--textDark {color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--backgroundLight {background-color: rgba(255, 255, 255, 0.8980392156862745) !important;} .u-imageSpectrum .u-accentColor--backgroundNormal {background-color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--backgroundDark {background-color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--buttonDark {border-color: rgba(255, 255, 255, 0.9490196078431372) !important; color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--buttonDark:hover {border-color: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--buttonDark .icon:before,.u-imageSpectrum .u-accentColor--buttonDark .svgIcon{color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-imageSpectrum .u-accentColor--buttonNormal:not(.clapButton--largePill) {border-color: rgba(255, 255, 255, 0.8980392156862745) !important; color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--buttonNormal:hover {border-color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--buttonNormal .icon:before,.u-imageSpectrum .u-accentColor--buttonNormal .svgIcon{color: rgba(255, 255, 255, 0.9490196078431372) !important; fill: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--buttonNormal.button--filled .icon:before,.u-imageSpectrum .u-accentColor--buttonNormal.button--filled .svgIcon{color: rgba(0, 0, 0, 0.24705882352941178) !important; fill: rgba(0, 0, 0, 0.24705882352941178) !important;} .u-imageSpectrum .u-accentColor--buttonDark.button--filled,.u-imageSpectrum .u-accentColor--buttonDark.button--withChrome.is-active,.u-imageSpectrum .u-accentColor--fillWhenActive.is-active {background-color: rgba(255, 255, 255, 1) !important; border-color: rgba(255, 255, 255, 1) !important; color: rgba(0, 0, 0, 0.24705882352941178) !important; fill: rgba(0, 0, 0, 0.24705882352941178) !important;} .u-imageSpectrum .u-accentColor--buttonNormal.button--filled:not(.clapButton--largePill),.u-imageSpectrum .u-accentColor--buttonNormal.button--withChrome.is-active:not(.clapButton--largePill) {background-color: rgba(255, 255, 255, 0.9490196078431372) !important; border-color: rgba(255, 255, 255, 0.9490196078431372) !important; color: rgba(0, 0, 0, 0.24705882352941178) !important; fill: rgba(0, 0, 0, 0.24705882352941178) !important;} .u-imageSpectrum .postArticle.is-withAccentColors .markup--user,.u-imageSpectrum .postArticle.is-withAccentColors .markup--query {color: rgba(255, 255, 255, 0.9490196078431372) !important;} .u-imageSpectrum .u-accentColor--highlightFaint {background-color: rgba(255, 255, 255, 0.2) !important;} .u-imageSpectrum .u-accentColor--highlightStrong.is-active .svgIcon {fill: rgba(255, 255, 255, 0.6) !important;} .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-other {background-color: rgba(255, 255, 255, 0.2) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-other {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(255, 255, 255, 0.2), rgba(255, 255, 255, 0.2));} .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-me {background-color: rgba(255, 255, 255, 0.4) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-me {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(255, 255, 255, 0.4), rgba(255, 255, 255, 0.4));} .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-targeted {background-color: rgba(255, 255, 255, 0.6) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-targeted {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(255, 255, 255, 0.6), rgba(255, 255, 255, 0.6));} .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-selected {background-color: rgba(255, 255, 255, 0.6) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .u-imageSpectrum .markup--quote.is-selected {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(255, 255, 255, 0.6), rgba(255, 255, 255, 0.6));} .postArticle.is-withAccentColors .u-imageSpectrum .markup--highlight {background-color: rgba(255, 255, 255, 0.6) !important;} body.is-withMagicUnderlines .postArticle.is-withAccentColors .u-imageSpectrum .markup--highlight {background-color: transparent !important; background-image: linear-gradient(to bottom, rgba(255, 255, 255, 0.6), rgba(255, 255, 255, 0.6));}.u-resetSpectrum .u-tintBgColor {background-color: rgba(255, 255, 255, 1) !important;}.u-resetSpectrum .u-tintBgColor .u-fadeLeft:before {background-image: linear-gradient(to right, rgba(255, 255, 255, 1) 0%, rgba(255, 255, 255, 0) 100%) !important;}.u-resetSpectrum .u-tintBgColor .u-fadeRight:after {background-image: linear-gradient(to right, rgba(255, 255, 255, 0) 0%, rgba(255, 255, 255, 1) 100%) !important;} .u-resetSpectrum .u-baseColor--borderLight {border-color: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-baseColor--borderNormal {border-color: rgba(0, 0, 0, 0.4980392156862745) !important;} .u-resetSpectrum .u-baseColor--borderDark {border-color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--iconLight .svgIcon,.u-resetSpectrum .u-baseColor--iconLight.svgIcon {fill: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-baseColor--iconNormal .svgIcon,.u-resetSpectrum .u-baseColor--iconNormal.svgIcon {fill: rgba(0, 0, 0, 0.4980392156862745) !important;} .u-resetSpectrum .u-baseColor--iconDark .svgIcon,.u-resetSpectrum .u-baseColor--iconDark.svgIcon {fill: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--textNormal {color: rgba(0, 0, 0, 0.4980392156862745) !important;} .u-resetSpectrum .u-baseColor--textNormal.u-baseColor--textDarken:hover {color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--textDark {color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--textDarker {color: rgba(0, 0, 0, 0.8) !important;} .u-resetSpectrum .u-baseColor--backgroundLight {background-color: rgba(0, 0, 0, 0.09803921568627451) !important;} .u-resetSpectrum .u-baseColor--backgroundNormal {background-color: rgba(0, 0, 0, 0.2) !important;} .u-resetSpectrum .u-baseColor--backgroundDark {background-color: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-baseColor--buttonLight {border-color: rgba(0, 0, 0, 0.2980392156862745) !important; color: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-baseColor--buttonLight:hover {border-color: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-baseColor--buttonLight .icon:before,.u-resetSpectrum .u-baseColor--buttonLight .svgIcon {color: rgba(0, 0, 0, 0.2980392156862745) !important; fill: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-baseColor--buttonDark {border-color: rgba(0, 0, 0, 0.6) !important; color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--buttonDark:hover {border-color: rgba(0, 0, 0, 0.8) !important;} .u-resetSpectrum .u-baseColor--buttonDark .icon:before,.u-resetSpectrum .u-baseColor--buttonDark .svgIcon {color: rgba(0, 0, 0, 0.6) !important; fill: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--buttonNormal {border-color: rgba(0, 0, 0, 0.4980392156862745) !important; color: rgba(0, 0, 0, 0.4980392156862745) !important;} .u-resetSpectrum .u-baseColor--buttonNormal:hover {border-color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--buttonNormal .icon:before,.u-resetSpectrum .u-baseColor--buttonNormal .svgIcon {color: rgba(0, 0, 0, 0.4980392156862745) !important; fill: rgba(0, 0, 0, 0.4980392156862745) !important;} .u-resetSpectrum .u-baseColor--buttonDark.button--filled,.u-resetSpectrum .u-baseColor--buttonDark.button--withChrome.is-active {background-color: rgba(0, 0, 0, 0.2980392156862745) !important; border-color: rgba(0, 0, 0, 0.2980392156862745) !important; color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-resetSpectrum .u-baseColor--buttonNormal.button--filled,.u-resetSpectrum .u-baseColor--buttonNormal.button--withChrome.is-active {background-color: rgba(0, 0, 0, 0.2) !important; border-color: rgba(0, 0, 0, 0.2) !important; color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-resetSpectrum .u-baseColor--link {color: rgba(0, 0, 0, 0.4980392156862745) !important;} .u-resetSpectrum .u-baseColor--link.link--darkenOnHover:hover {color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--link.link--darken:hover,.u-resetSpectrum .u-baseColor--link.link--darken:focus,.u-resetSpectrum .u-baseColor--link.link--darken:active {color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--link.link--dark {color: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .u-baseColor--link.link--dark.link--darken:hover,.u-resetSpectrum .u-baseColor--link.link--dark.link--darken:focus,.u-resetSpectrum .u-baseColor--link.link--dark.link--darken:active {color: rgba(0, 0, 0, 0.8) !important;} .u-resetSpectrum .u-baseColor--link.link--darker {color: rgba(0, 0, 0, 0.8) !important;} .u-resetSpectrum .u-baseColor--placeholderNormal ::-webkit-input-placeholder {color: rgba(0, 0, 0, 0.2980392156862745);} .u-resetSpectrum .u-baseColor--placeholderNormal ::-moz-placeholder {color: rgba(0, 0, 0, 0.2980392156862745);} .u-resetSpectrum .u-baseColor--placeholderNormal :-ms-input-placeholder {color: rgba(0, 0, 0, 0.2980392156862745);} .u-resetSpectrum .ui-h1,.u-resetSpectrum .ui-h2,.u-resetSpectrum .ui-h3,.u-resetSpectrum .ui-h4,.u-resetSpectrum .ui-brand1,.u-resetSpectrum .ui-brand2,.u-resetSpectrum .ui-captionStrong {color: rgba(0, 0, 0, 0.8) !important; fill: rgba(0, 0, 0, 0.8) !important;} .u-resetSpectrum .ui-body,.u-resetSpectrum .ui-caps {color: rgba(0, 0, 0, 0.6) !important; fill: rgba(0, 0, 0, 0.6) !important;} .u-resetSpectrum .ui-summary,.u-resetSpectrum .ui-caption {color: rgba(0, 0, 0, 0.2980392156862745) !important; fill: rgba(0, 0, 0, 0.2980392156862745) !important;} .u-resetSpectrum .u-accentColor--borderLight {border-color: rgba(26, 137, 23, 1) !important;} .u-resetSpectrum .u-accentColor--borderNormal {border-color: rgba(26, 137, 23, 1) !important;} .u-resetSpectrum .u-accentColor--borderDark {border-color: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--iconLight .svgIcon,.u-resetSpectrum .u-accentColor--iconLight.svgIcon {fill: rgba(26, 137, 23, 1) !important;} .u-resetSpectrum .u-accentColor--iconNormal .svgIcon,.u-resetSpectrum .u-accentColor--iconNormal.svgIcon {fill: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--iconDark .svgIcon,.u-resetSpectrum .u-accentColor--iconDark.svgIcon {fill: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--textNormal {color: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--hoverTextNormal:hover {color: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--textNormal.u-accentColor--textDarken:hover {color: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--textDark {color: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--backgroundLight {background-color: rgba(26, 137, 23, 1) !important;} .u-resetSpectrum .u-accentColor--backgroundNormal {background-color: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--backgroundDark {background-color: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--buttonDark {border-color: rgba(17, 128, 14, 1) !important; color: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--buttonDark:hover {border-color: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--buttonDark .icon:before,.u-resetSpectrum .u-accentColor--buttonDark .svgIcon{color: rgba(15, 115, 12, 1) !important; fill: rgba(15, 115, 12, 1) !important;} .u-resetSpectrum .u-accentColor--buttonNormal:not(.clapButton--largePill) {border-color: rgba(26, 137, 23, 1) !important; color: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--buttonNormal:hover {border-color: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--buttonNormal .icon:before,.u-resetSpectrum .u-accentColor--buttonNormal .svgIcon{color: rgba(17, 128, 14, 1) !important; fill: rgba(17, 128, 14, 1) !important;} .u-resetSpectrum .u-accentColor--buttonNormal.button--filled .icon:before,.u-resetSpectrum .u-accentColor--buttonNormal.button--filled .svgIcon{color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-resetSpectrum .u-accentColor--buttonDark.button--filled,.u-resetSpectrum .u-accentColor--buttonDark.button--withChrome.is-active,.u-resetSpectrum .u-accentColor--fillWhenActive.is-active {background-color: rgba(15, 115, 12, 1) !important; border-color: rgba(15, 115, 12, 1) !important; color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-resetSpectrum .u-accentColor--buttonNormal.button--filled:not(.clapButton--largePill),.u-resetSpectrum .u-accentColor--buttonNormal.button--withChrome.is-active:not(.clapButton--largePill) {background-color: rgba(17, 128, 14, 1) !important; border-color: rgba(17, 128, 14, 1) !important; color: rgba(255, 255, 255, 1) !important; fill: rgba(255, 255, 255, 1) !important;} .u-resetSpectrum .postArticle.is-withAccentColors .markup--user,.u-resetSpectrum .postArticle.is-withAccentColors .markup--query {color: rgba(17, 128, 14, 1) !important;}</style></div></div></div><div class="loadingBar"></div><script>// <![CDATA[ window["obvInit"] = function (opt_embedded) {window["obvInit"]["embedded"] = opt_embedded; window["obvInit"]["ready"] = true;} // ]]></script><script>// <![CDATA[ var GLOBALS = {"audioUrl":"https://d1fcbxp97j4nb2.cloudfront.net","baseUrl":"https://blog.gofynd.com","buildLabel":"20241126-1740-root","currentUser":{"userId":"lo_0301bd5f2e32","isVerified":false,"subscriberEmail":"","hasPastMemberships":false,"isEnrolledInHightower":false,"isEligibleForHightower":true,"hightowerLastLockedAt":0,"isWriterProgramEnrolled":true,"isWriterProgramInvited":false,"isWriterProgramOptedOut":false,"writerProgramVersion":0,"writerProgramEnrolledAt":0,"friendLinkOnboarding":0,"hasAdditionalUnlocks":false,"hasApiAccess":false,"writerProgramDistributionSettingOptedIn":false,"isSuspended":false,"collectionOnboardingSeen":0,"atsQualifiedAt":0},"currentUserHasUnverifiedEmail":false,"isAuthenticated":false,"isCurrentUserVerified":false,"miroUrl":"https://cdn-images-1.medium.com","moduleUrls":{"base":"https://cdn-static-1.medium.com/_/fp/gen-js/main-base.bundle.95z8xpkUEidhPbIWsh2BVw.12.js","common-async":"https://cdn-static-1.medium.com/_/fp/gen-js/main-common-async.bundle.zqOu8dxaQRtqDyChHdOWlQ.12.js","hightower":"https://cdn-static-1.medium.com/_/fp/gen-js/main-hightower.bundle.y0UkxCxPBUbLlduk5XbwLQ.12.js","home-screens":"https://cdn-static-1.medium.com/_/fp/gen-js/main-home-screens.bundle.eZhPgaD8AglnbC5Rzxqvhg.12.js","misc-screens":"https://cdn-static-1.medium.com/_/fp/gen-js/main-misc-screens.bundle.XeRjm4FlHTBOsUvoOQ6Ppg.12.js","notes":"https://cdn-static-1.medium.com/_/fp/gen-js/main-notes.bundle.r9MSvtAmj0CMkyIC0CCCbA.12.js","payments":"https://cdn-static-1.medium.com/_/fp/gen-js/main-payments.bundle.AiXyuYj3AvxRA1-7HEyP9Q.12.js","posters":"https://cdn-static-1.medium.com/_/fp/gen-js/main-posters.bundle.fsLyLvZO4VZXL_zb4RXgeg.12.js","power-readers":"https://cdn-static-1.medium.com/_/fp/gen-js/main-power-readers.bundle.6Dyc-nVN2MDV_AM9XDAZug.12.js","pubs":"https://cdn-static-1.medium.com/_/fp/gen-js/main-pubs.bundle.rUyrVjlTpUj61voxnZosQw.12.js","stats":"https://cdn-static-1.medium.com/_/fp/gen-js/main-stats.bundle.2I2tXSo7-rbez_WYXfga0Q.12.js"},"previewConfig":{"weightThreshold":1,"weightImageParagraph":0.51,"weightIframeParagraph":0.8,"weightTextParagraph":0.08,"weightEmptyParagraph":0,"weightP":0.003,"weightH":0.005,"weightBq":0.003,"minPTextLength":60,"truncateBoundaryChars":20,"detectTitle":true,"detectTitleLevThreshold":0.15},"productName":"Medium","supportsEdit":false,"termsUrl":"//policy.medium.com/medium-terms-of-service-9db0094a1e0f","textshotHost":"textshot.textshot-production.svc.cluster.local","transactionId":"1732996223490:ea08bd54926c","useragent":{"browser":"ie","family":"ie","os":"windows","version":7,"supportsDesktopEdit":false,"supportsInteract":false,"supportsView":true,"isMobile":false,"isTablet":false,"isNative":false,"supportsFileAPI":false,"isTier1":false,"clientVersion":"","clientChannel":"","supportsRealScrollEvents":false,"supportsVhUnits":false,"ruinsViewportSections":false,"supportsHtml5Video":false,"supportsMagicUnderlines":false,"isWebView":false,"isFacebookWebView":false,"supportsProgressiveMedia":false,"supportsPromotedPosts":true,"isBot":false,"isNativeIphone":false,"supportsCssVariables":false,"supportsVideoSections":true,"emojiSupportLevel":1,"isSearchBot":false,"isSyndicationBot":false,"isNativeAndroid":false,"isNativeIos":false,"isSeoAuditBot":false,"isInternalApp":false,"supportsApplePay":false,"supportsScrollableMetabar":false},"variants":{"allow_access":true,"allow_signup":true,"allow_test_auth":"disallow","android_enable_editor_new_publishing_flow":true,"android_enable_friend_links_creation":true,"android_enable_friend_links_postpage_banners":true,"android_enable_image_sharer":true,"android_enable_lists_v2":true,"android_enable_syntax_highlight":true,"android_enable_topic_portals":true,"android_rating_prompt_stories_read_threshold":2,"android_two_hour_refresh":true,"available_annual_plan":"2c754bcc2995","available_annual_premium_plan":"4a442ace1476","available_monthly_plan":"60e220181034","available_monthly_premium_plan":"12a660186432","browsable_stream_config_bucket":"curated-topics","can_receive_tips_v0":true,"can_send_tips_v0":true,"coronavirus_topic_recirc":true,"disable_partner_program_enrollment":true,"enable_abandoned_cart_promotion_email":true,"enable_android_dynamic_aspirational_paywall":true,"enable_android_dynamic_programming_paywall":true,"enable_android_miro_v2":true,"enable_android_offline_reading":true,"enable_android_verified_author":true,"enable_app_flirty_thirty":true,"enable_apple_sign_in":true,"enable_apple_webhook":true,"enable_aurora_pub_follower_page":true,"enable_author_cards":true,"enable_author_cards_byline":true,"enable_auto_follow_on_subscribe":true,"enable_automod":true,"enable_bayesian_average_pub_search":true,"enable_bg_post_post":true,"enable_billing_frequency_on_step2":"control","enable_boost_nia_v01":true,"enable_braintree_apple_pay":true,"enable_braintree_client":true,"enable_braintree_google_pay":true,"enable_braintree_integration":true,"enable_braintree_paypal":true,"enable_braintree_trial_membership":true,"enable_braintree_webhook":true,"enable_branch_io":true,"enable_cache_less_following_feed":true,"enable_configure_pronouns":true,"enable_conversion_model_v2":"group_2","enable_conversion_ranker_v2":"control","enable_creator_welcome_email":true,"enable_deprecate_legacy_providers_v3":true,"enable_diversification_rex":true,"enable_entities_to_follow_v2":true,"enable_eventstats_event_processing":true,"enable_explicit_signals":true,"enable_explicit_signals_updated_post_previews":true,"enable_footer_app_buttons":true,"enable_google_one_tap":true,"enable_google_webhook":true,"enable_group_gifting":true,"enable_iceland_forced_android":true,"enable_import":true,"enable_intrinsic_automatic_actions":true,"enable_ios_autorefresh":true,"enable_ios_dynamic_paywall_aspiriational":true,"enable_ios_dynamic_paywall_programming":true,"enable_ios_easy_resubscribe":true,"enable_ios_offline_reading":true,"enable_legacy_feed_in_iceland":true,"enable_lite_archive_page":true,"enable_lite_continue_this_thread":true,"enable_lite_homepage":true,"enable_lite_response_markup":true,"enable_lite_server_upstream_deadlines":true,"enable_lo_homepage":"control","enable_maim_the_meter":true,"enable_marketing_emails":true,"enable_mastodon_avatar_upload":true,"enable_mastodon_for_members":true,"enable_mastodon_for_members_username_selection":true,"enable_medium2_kbfd":true,"enable_members_only_audio":true,"enable_ml_rank_rex_anno":true,"enable_moc_load_processor_all_recs_surfaces":true,"enable_moc_load_processor_c":true,"enable_moc_load_processor_first_story":true,"enable_new_manage_membership_flow":true,"enable_new_stripe_customers":true,"enable_newsletter_lo_flow_custom_domains":true,"enable_pill_based_home_feed":true,"enable_post_bottom_responses":true,"enable_post_bottom_responses_input":true,"enable_pp_country_expansion":true,"enable_pp_v4":true,"enable_pre_pp_v4":true,"enable_premium_tier":true,"enable_premium_tier_badge":true,"enable_publication_hierarchy_web":true,"enable_ranker_v10":"control","enable_recaptcha_enterprise":true,"enable_recirc_model":true,"enable_recommended_publishers_query":true,"enable_rex_aggregator_v2":true,"enable_rex_new_push_notification_endpoint":true,"enable_rex_reading_history":true,"enable_rito_upstream_deadlines":true,"enable_seamless_social_sharing":true,"enable_see_pronouns":true,"enable_sharer_create_post_share_key":true,"enable_sharer_validate_post_share_key":true,"enable_simplified_digest_v2_b":true,"enable_speechify_ios":true,"enable_speechify_widget":true,"enable_sprig":true,"enable_starspace":true,"enable_susi_redesign_android":true,"enable_susi_redesign_ios":true,"enable_switch_plan_premium_tier":true,"enable_tag_recs":true,"enable_tick_landing_page":true,"enable_tipping_v0_android":true,"enable_tipping_v0_ios":true,"enable_tribute_landing_page":true,"enable_update_explore_wtf":true,"enable_update_topic_portals_wtf":true,"enable_updated_pub_recs_ui":true,"enable_verifications_service":true,"glyph_font_set":"m2-unbound-source-serif-pro","goliath_externalsearch_enable_comment_deindexation":true,"ios_display_paywall_after_onboarding":true,"ios_enable_friend_links_creation":true,"ios_enable_friend_links_postpage_banners":true,"ios_enable_home_post_menu":true,"ios_enable_lock_responses":true,"ios_enable_verified_book_author":true,"ios_iceland_nux":true,"ios_in_app_free_trial":true,"ios_remove_twitter_onboarding_step":true,"ios_social_share_sheet":true,"limit_post_referrers":true,"limit_user_follows":true,"mobile_custom_app_icon":true,"num_post_bottom_responses_to_show":"1","onboarding_tags_from_top_views":true,"reader_fair_distribution_non_qp":true,"redefined_top_posts":true,"reengagement_notification_duration":3,"rex_generator_max_candidates":1000,"signin_services":"twitter,facebook,google,email,google-fastidv,google-one-tap,apple","signup_services":"twitter,facebook,google,email,google-fastidv,google-one-tap,apple","skip_fs_cache_user_vals":true},"xsrfToken":"","iosAppId":"828256236","supportEmail":"yourfriends@medium.com","fp":{"/icons/monogram-mask.svg":"https://cdn-static-1.medium.com/_/fp/icons/monogram-mask.KPLCSFEZviQN0jQ7veN2RQ.12.svg","/icons/favicon-medium-editor.ico":"https://cdn-static-1.medium.com/_/fp/icons/favicon-medium-editor.PiakrZWB7Yb80quUVQWM6g.12.ico"},"authBaseUrl":"https://medium.com","imageUploadSizeMb":25,"isAuthDomainRequest":false,"domainCollectionSlug":"fynd-team","algoliaApiEndpoint":"https://MQ57UUUQZ2-dsn.algolia.net","algoliaAppId":"MQ57UUUQZ2","algoliaSearchOnlyApiKey":"394474ced050e3911ae2249ecc774921","iosAppStoreUrl":"https://itunes.apple.com/app/medium-everyones-stories/id828256236?pt=698524&mt=8","iosAppLinkBaseUrl":"medium:","algoliaIndexPrefix":"medium_","androidPlayStoreUrl":"https://play.google.com/store/apps/details?id=com.medium.reader","googleClientId":"216296035834-k1k6qe060s2tp2a2jam4ljdcms00sttg.apps.googleusercontent.com","androidPackage":"com.medium.reader","androidPlayStoreMarketScheme":"market://details?id=com.medium.reader","googleAuthUri":"https://accounts.google.com/o/oauth2/auth","androidScheme":"medium","layoutData":{"useDynamicScripts":false,"googleAnalyticsTrackingCode":"G-7JY7T788PK","jsShivUrl":"https://cdn-static-1.medium.com/_/fp/js/shiv.RI2ePTZ5gFmMgLzG5bEVAA.12.js","useDynamicCss":false,"faviconUrl":"https://miro.medium.com/v2/5d8de952517e8160e40ef9841c781cdc14a5db313057fa3c3de41c6f5b494b19","faviconImageId":"5d8de952517e8160e40ef9841c781cdc14a5db313057fa3c3de41c6f5b494b19","fontSets":[{"id":8,"url":"https://glyph.medium.com/css/e/sr/latin/e/ssr/latin/e/ssb/latin/m2-unbound-source-serif-pro.css"},{"id":11,"url":"https://glyph.medium.com/css/m2-unbound-source-serif-pro.css"},{"id":9,"url":"https://glyph.medium.com/css/mkt.css"}],"glyphUrl":"https://glyph.medium.com"},"authBaseUrlRev":"moc.muidem//:sptth","stripePublishableKey":"pk_live_7FReX44VnNIInZwrIIx6ghjl","archiveUploadSizeMb":100,"previewConfig2":{"weightThreshold":1,"weightImageParagraph":0.05,"raiseImage":true,"enforceHeaderHierarchy":true,"isImageInsetRight":true},"isAmp":false,"iosScheme":"medium","facebook":{"key":"542599432471018","namespace":"medium-com","scope":{"default":["public_profile","email"],"connect":["public_profile","email"],"login":["public_profile","email"],"share":["public_profile","email"]}},"memberContentTopicId":"13d7efd82fb2","audioContentTopicId":"3792abbd134","isDoNotAuth":false,"buggle":{"videoUrl":"https://cdn-videos-1.medium.com","audioUrl":"https://cdn-audio-1.medium.com"},"referrerType":5,"partnerProgramEmail":"partnerprogram@medium.com","recaptchaKey":"6Lfc37IUAAAAAKGGtC6rLS13R1Hrw_BqADfS1LRk","countryCode":"SG","bypassMeter":false,"branchKey":"key_live_ofxXr2qTrrU9NqURK8ZwEhknBxiI6KBm","paypal":{"clientMode":"production","oneYearGift":{"name":"Medium Membership (1 Year, Digital Gift Code)","description":"Unlimited access to the best and brightest stories on Medium. Gift codes can be redeemed at medium.com/redeem.","price":"50.00","currency":"USD","sku":"membership-gift-1-yr"}},"collectionConfig":{"mediumOwnedAndOperatedCollectionIds":["8a9336e5bb4","b7e45b22fec3","193b68bd4fba","8d6b8a439e32","54c98c43354d","3f6ecf56618","d944778ce714","92d2092dc598","ae2a65f35510","1285ba81cada","544c7006046e","fc8964313712","40187e704f1c","88d9857e584e","7b6769f2748b","bcc38c8f6edf","cef6983b292","cb8577c9149e","444d13b52878","713d7dbc99b0","ef8e90590e66","191186aaafa0","55760f21cdc5","9dc80918cc93","bdc4052bbdba","8ccfed20cbb2"]},"bypassMeterWithShareKey":false,"recaptcha3Key":"6Lf8R9wUAAAAABMI_85Wb8melS7Zj6ziuf99Yot5","braintreeClientKey":"production_zjkj96jm_m56f8fqpf7ngnrd4","cdcMessaging":[{"text":"For more information on the novel coronavirus and Covid-19, visit ","href":"","type":"text","start":0,"end":0},{"text":"cdc.gov","href":"https://www.cdc.gov/coronavirus/2019-nCoV","type":"link","start":66,"end":73},{"text":".","href":"","type":"text","start":0,"end":0}],"braintree":{"merchantId":"m56f8fqpf7ngnrd4"},"diagnostics":{},"domain":"medium.com"} // ]]></script><script charset="UTF-8" src="https://cdn-static-1.medium.com/_/fp/gen-js/main-base.bundle.95z8xpkUEidhPbIWsh2BVw.12.js" async></script><script>// <![CDATA[ window["obvInit"]({"references":{"Collection":{"91d0019cb1ab":{"id":"91d0019cb1ab","name":"Building Fynd","slug":"fynd-team","tags":["PRODUCT","ENGINEERING","AI","CULTURE","DESIGN"],"creatorId":"72c4d2ac98a3","description":"Latest from our product and engineering teams","shortDescription":"Latest from our product and engineering teams","image":{"imageId":"1*Q7qNEfm08Fj5NVUQFFIbjQ.png","filter":"","backgroundSize":"","originalWidth":1451,"originalHeight":1693,"strategy":"resample","height":0,"width":0},"metadata":{"followerCount":1229,"activeAt":1709867088112},"virtuals":{"permissions":{"canPublish":false,"canPublishAll":false,"canRepublish":false,"canRemove":false,"canManageAll":false,"canSubmit":false,"canEditPosts":false,"canAddWriters":false,"canViewStats":false,"canSendNewsletter":false,"canViewLockedPosts":false,"canViewCloaked":false,"canEditOwnPosts":false,"canBeAssignedAuthor":false,"canEnrollInHightower":false,"canLockPostsForMediumMembers":false,"canLockOwnPostsForMediumMembers":false,"canViewNewsletterV2Stats":false,"canCreateNewsletterV3":false},"isSubscribed":false,"isEnrolledInHightower":false,"isEligibleForHightower":false,"isSubscribedToCollectionEmails":false,"isMuted":false,"canToggleEmail":false,"isWriter":false},"logo":{"imageId":"1*qOeeVf-aNCFCtn2_qeSUFw.png","filter":"","backgroundSize":"","originalWidth":2501,"originalHeight":1251,"strategy":"resample","height":0,"width":0},"twitterUsername":"lifeatfynd","facebookPageName":"lifeatfynd","publicEmail":"brands@fynd.com","collectionMastheadId":"e61323ebd3b3","domain":"blog.gofynd.com","sections":[{"type":2,"collectionHeaderMetadata":{"title":"Building Fynd","description":"Latest from our product and engineering teams","backgroundImage":{},"logoImage":{"id":"1*gtmgCAN0n1Ez1U9AdSsbOw.png","originalWidth":317,"originalHeight":302,"alt":"Building Fynd"},"alignment":2,"layout":5}},{"type":1,"postListMetadata":{"source":3,"layout":4,"number":1,"postIds":["763845a3b86c"]}},{"type":1,"postListMetadata":{"source":1,"layout":4,"number":16,"postIds":[],"sectionHeader":"Latest"}}],"tintColor":"#FF1D1E8D","lightText":true,"favicon":{"imageId":"1*Q7qNEfm08Fj5NVUQFFIbjQ.png","filter":"","backgroundSize":"","originalWidth":1451,"originalHeight":1693,"strategy":"resample","height":0,"width":0},"colorPalette":{"defaultBackgroundSpectrum":{"colorPoints":[{"color":"#FF6980E5","point":0},{"color":"#FF6277D2","point":0.1},{"color":"#FF5C6EBF","point":0.2},{"color":"#FF5565AB","point":0.3},{"color":"#FF4D5C99","point":0.4},{"color":"#FF465286","point":0.5},{"color":"#FF3D4873","point":0.6},{"color":"#FF353E61","point":0.7},{"color":"#FF2B334E","point":0.8},{"color":"#FF21273B","point":0.9},{"color":"#FF161A28","point":1}],"backgroundColor":"#FFFFFFFF"},"tintBackgroundSpectrum":{"colorPoints":[{"color":"#FF1D1E8D","point":0},{"color":"#FF33429C","point":0.1},{"color":"#FF4C5DAD","point":0.2},{"color":"#FF6475BC","point":0.3},{"color":"#FF7B8BCB","point":0.4},{"color":"#FF91A0D8","point":0.5},{"color":"#FFA7B4E5","point":0.6},{"color":"#FFBDC8F1","point":0.7},{"color":"#FFD2DAFD","point":0.8},{"color":"#FFE6EDFF","point":0.9},{"color":"#FFFBFFFF","point":1}],"backgroundColor":"#FF1D1E8D"},"highlightSpectrum":{"colorPoints":[{"color":"#FFEDF2FF","point":0},{"color":"#FFE9F0FF","point":0.1},{"color":"#FFE6EEFF","point":0.2},{"color":"#FFE2ECFF","point":0.3},{"color":"#FFDFEAFF","point":0.4},{"color":"#FFDBE8FF","point":0.5},{"color":"#FFD7E6FF","point":0.6},{"color":"#FFD4E4FF","point":0.7},{"color":"#FFD0E2FF","point":0.8},{"color":"#FFCCE0FF","point":0.9},{"color":"#FFC9DEFF","point":1}],"backgroundColor":"#FFFFFFFF"},"darkBackgroundSpectrum":{"colorPoints":[{"color":"#FF8098FF","point":0},{"color":"#FF8BA2FF","point":0.1},{"color":"#FF96ABFF","point":0.2},{"color":"#FFA1B4FF","point":0.3},{"color":"#FFACBDFF","point":0.4},{"color":"#FFB6C6FF","point":0.5},{"color":"#FFC1CEFF","point":0.6},{"color":"#FFCBD6FF","point":0.7},{"color":"#FFD6DEFF","point":0.8},{"color":"#FFE0E6FF","point":0.9},{"color":"#FFEAEEFF","point":1}],"backgroundColor":"#FF000000"}},"navItems":[{"type":1,"title":"Engineering","tagSlug":"engineering","url":"https://blog.gofynd.com/tagged/engineering","source":"tagSlug"},{"type":1,"title":"Machine Learning","tagSlug":"machine-learning","url":"https://blog.gofynd.com/tagged/machine-learning","source":"tagSlug"},{"type":1,"title":"Design","tagSlug":"design","url":"https://blog.gofynd.com/tagged/design","source":"tagSlug"},{"type":1,"title":"Growth","tagSlug":"growth","url":"https://blog.gofynd.com/tagged/growth","source":"tagSlug"},{"type":1,"title":"Culture","tagSlug":"culture","url":"https://blog.gofynd.com/tagged/culture","source":"tagSlug"},{"type":3,"title":"Fynd","url":"https://www.fynd.com"}],"colorBehavior":2,"collectionFeatures":[30],"ampLogo":{"imageId":"","filter":"","backgroundSize":"","originalWidth":0,"originalHeight":0,"strategy":"resample","height":0,"width":0},"header":{"title":"Building Fynd","description":"Latest from our product and engineering teams","backgroundImage":{},"logoImage":{"id":"1*gtmgCAN0n1Ez1U9AdSsbOw.png","originalWidth":317,"originalHeight":302,"alt":"Building Fynd"},"alignment":2,"layout":5},"subscriberCount":1229,"tagline":"Latest from our product and engineering teams","instagramUsername":"lifeatfynd","isOptedIntoAurora":false,"isCurationAllowedByDefault":false,"polarisCoverImage":{"imageId":"","filter":"","backgroundSize":"","originalWidth":0,"originalHeight":0,"strategy":"resample","height":0,"width":0},"ptsQualifiedAt":1616092891663,"type":"Collection"}},"User":{"5103184cd757":{"userId":"5103184cd757","name":"Hemant Singh","username":"this.is.hemant.singh","createdAt":1709276552015,"imageId":"1*2JQS3MQzmMU_vh3WbHAhfQ.jpeg","backgroundImageId":"","bio":"Blender 3D Designer/Developer | Synthetic Data","twitterScreenName":"","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"hasCompletedProfile":false,"userDismissableFlags":[29],"hasSeenIcelandOnboarding":false,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-us","type":"User"},"6408aa1c1489":{"userId":"6408aa1c1489","name":"Shashank Vasisht","username":"shashankvasisht_8994","createdAt":1632286533511,"imageId":"1*CI03_gV0KvR2a-WttD4uiw.jpeg","backgroundImageId":"","bio":"Computer Vision Researcher at Fynd || Deep Learning || Machine Learning || ADAS || Medical Image Processing || AI solutions for Retail","twitterScreenName":"","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"hasCompletedProfile":false,"userDismissableFlags":[8,29,12,2,33],"hasSeenIcelandOnboarding":false,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-us","type":"User"},"6d19a8df5727":{"userId":"6d19a8df5727","name":"Rupal Sharma","username":"rupalsharma_64335","createdAt":1669368722441,"imageId":"0*bHQk9K6VeuJZRsO_","backgroundImageId":"","bio":"Content Writer | PixelBin","twitterScreenName":"","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"hasCompletedProfile":false,"userDismissableFlags":[2,29,33],"hasSeenIcelandOnboarding":false,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-us","type":"User"},"c0b8e0e6e9b0":{"userId":"c0b8e0e6e9b0","name":"Rahul Deora","username":"rahuld3eora","createdAt":1525632540891,"imageId":"1*yiQbwaG6UYBBeLZeDgIVLg.jpeg","backgroundImageId":"","bio":"Computer Vision Research Engineer. Personal Blog site: https://bluesky314.github.io/","twitterScreenName":"","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"subdomainCreatedAt":1614770318457,"hasCompletedProfile":true,"userDismissableFlags":[29,12,8,21,3,2,1],"hasSeenIcelandOnboarding":true,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-gb","type":"User"},"a2dcfee1b1c1":{"userId":"a2dcfee1b1c1","name":"Arjun Sunil","username":"arjun921","createdAt":1517247356067,"imageId":"1*NG1jnBdcK-TAA7Tw0i6frg.png","backgroundImageId":"","bio":"I talk about real world experiences in Tech and Scaling Deep Learning based workloads | Reach out via @arjun921 / connect@arjunsunil.com","twitterScreenName":"arjun921","allowNotes":1,"mediumMemberAt":1731769520439,"isWriterProgramEnrolled":true,"isSuspended":false,"firstOpenedIosApp":1606653656588,"isMembershipTrialEligible":false,"facebookDisplayName":"","optInToIceland":true,"subdomainCreatedAt":1606146106216,"hasCompletedProfile":false,"userDismissableFlags":[29,12,8,21,4,3,19,2,18,1],"hasSeenIcelandOnboarding":true,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-gb","type":"User"},"ad0bb7a9cb52":{"userId":"ad0bb7a9cb52","name":"Shubham Kamlapuri","username":"shubhwicked","createdAt":1588783596221,"imageId":"1*xwBQvi_9huexxGQFLj9Vow.jpeg","backgroundImageId":"","bio":"Travel, books & software engineer by profession!","twitterScreenName":"SHUBH_DUDE","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"hasCompletedProfile":false,"userDismissableFlags":[29,12,8,4,3,2,1,33],"hasSeenIcelandOnboarding":false,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-gb","type":"User"},"82d88148bf04":{"userId":"82d88148bf04","name":"Vineet Kushwaha","username":"vineetkushwaha","createdAt":1513077475081,"imageId":"0*MU1N_78fQXVBsry9.","backgroundImageId":"","bio":"","twitterScreenName":"","allowNotes":1,"mediumMemberAt":1706942248171,"isWriterProgramEnrolled":true,"isSuspended":false,"firstOpenedIosApp":1702448539296,"firstOpenedAndroidApp":1623729023414,"isMembershipTrialEligible":true,"facebookDisplayName":"Vineet Kushwaha","optInToIceland":true,"hasCompletedProfile":false,"userDismissableFlags":[8,32,5,3,2,1],"hasSeenIcelandOnboarding":true,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-us","type":"User"},"3c3a2299bf5c":{"userId":"3c3a2299bf5c","name":"Tushar Kolhe","username":"tushar.kolhe","createdAt":1595257859255,"imageId":"1*ssKsbiTpAQohaOt-E7ig2w.jpeg","backgroundImageId":"","bio":"Deep Learning Engineer | Computer Vision | AI solutions for Retail | https://www.linkedin.com/in/tushar-kolhe-696588154","twitterScreenName":"","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"firstOpenedAndroidApp":1595303137184,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"hasCompletedProfile":false,"userDismissableFlags":[8,12,3,2],"hasSeenIcelandOnboarding":true,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-in","type":"User"},"6f235ff9bfc0":{"userId":"6f235ff9bfc0","name":"DS","username":"durgeshsamant","createdAt":1598031911705,"imageId":"0*-i60aGyshy5Ko4Ky.jpg","backgroundImageId":"","bio":"","twitterScreenName":"","allowNotes":1,"mediumMemberAt":0,"isWriterProgramEnrolled":true,"isSuspended":false,"isMembershipTrialEligible":true,"facebookDisplayName":"","optInToIceland":true,"hasCompletedProfile":false,"hasSeenIcelandOnboarding":false,"postSubscribeMembershipUpsellShownAt":0,"languageCode":"en-us","type":"User"}},"Post":{"388471a24281":{"id":"388471a24281","versionId":"b1d8a93859da","creatorId":"5103184cd757","homeCollectionId":"91d0019cb1ab","title":"Improving Erase.bg with Synthetic Data","detectedLanguage":"en","latestVersion":"b1d8a93859da","latestPublishedVersion":"b1d8a93859da","hasUnpublishedEdits":false,"latestRev":501,"createdAt":1709642022851,"updatedAt":1732981050771,"acceptedAt":0,"firstPublishedAt":1709867087981,"latestPublishedAt":1709867087981,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Enhancing deep learning-based image background removal with automated synthetic data generation in Blender","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*eFNZRw-A09KCn9T17_kdPA.png","filter":"","backgroundSize":"","originalWidth":1920,"originalHeight":1080,"strategy":"resample","height":0,"width":0},"wordCount":1549,"imageCount":26,"readingTime":7.895283018867924,"subtitle":"Enhancing deep learning-based image background removal with automated synthetic data generation in Blender","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":0,"isBookmarked":false,"tags":[{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},{"slug":"ai","name":"AI","postCount":432326,"metadata":{"postCount":432326,"coverImage":{"id":"1*2zMHAuEF6FxrdPG23QWuWw.jpeg","originalWidth":4500,"originalHeight":3000,"isFeatured":true}},"type":"Tag"},{"slug":"blender","name":"Blender","postCount":5515,"metadata":{"postCount":5515,"coverImage":{"id":"1*WIS507kIi-KVpdvrDpxcrA.png","originalWidth":840,"originalHeight":473,"isFeatured":true}},"type":"Tag"},{"slug":"synthetic-data-generation","name":"Synthetic Data Generation","postCount":115,"metadata":{"postCount":115,"coverImage":{"id":"1*ZE0fIAti4VlSoaqHTMdptA.png","originalWidth":2048,"originalHeight":2048,"isFeatured":true}},"type":"Tag"},{"slug":"data-generation","name":"Data Generation","postCount":112,"metadata":{"postCount":112,"coverImage":{"id":"0*lSVwu-lfGjW7biKO","originalWidth":6000,"originalHeight":4000,"isFeatured":true,"unsplashPhotoId":"eBWzFKahEaU"}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"mailto:%20aml@fynd.com","alts":[],"httpStatus":0},{"url":"https://www.fynd.com/research","alts":[],"httpStatus":200},{"url":"http://PixelBin.io","alts":[],"httpStatus":200},{"url":"https://medium.com/@dscalvin97","alts":[{"type":2,"url":"medium://@dscalvin97"},{"type":3,"url":"medium://@dscalvin97"}],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=43TRMeQZlzA","alts":[{"type":2,"url":"vnd.youtube://www.youtube.com/watch?v=43TRMeQZlzA&feature=applinks"},{"type":3,"url":"vnd.youtube://www.youtube.com/watch?v=43TRMeQZlzA&feature=applinks"}],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=bIZrTXtyQkY","alts":[{"type":3,"url":"vnd.youtube://www.youtube.com/watch?v=bIZrTXtyQkY&feature=applinks"},{"type":2,"url":"vnd.youtube://www.youtube.com/watch?v=bIZrTXtyQkY&feature=applinks"}],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=9p_iwjU5_Bg","alts":[{"type":2,"url":"vnd.youtube://www.youtube.com/watch?v=9p_iwjU5_Bg&feature=applinks"},{"type":3,"url":"vnd.youtube://www.youtube.com/watch?v=9p_iwjU5_Bg&feature=applinks"}],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=8_o1MywoJhc","alts":[{"type":2,"url":"vnd.youtube://www.youtube.com/watch?v=8_o1MywoJhc&feature=applinks"},{"type":3,"url":"vnd.youtube://www.youtube.com/watch?v=8_o1MywoJhc&feature=applinks"}],"httpStatus":200},{"url":"https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde","alts":[{"type":3,"url":"medium://p/76f6dcd86dde"},{"type":2,"url":"medium://p/76f6dcd86dde"}],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=PeVyu9DPmUk","alts":[{"type":2,"url":"vnd.youtube://www.youtube.com/watch?v=PeVyu9DPmUk&feature=applinks"},{"type":3,"url":"vnd.youtube://www.youtube.com/watch?v=PeVyu9DPmUk&feature=applinks"}],"httpStatus":200},{"url":"https://medium.com/@this.is.hemant.singh","alts":[{"type":2,"url":"medium://@this.is.hemant.singh"},{"type":3,"url":"medium://@this.is.hemant.singh"}],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=cQ6EH5DSQyM","alts":[{"type":2,"url":"vnd.youtube://www.youtube.com/watch?v=cQ6EH5DSQyM&feature=applinks"},{"type":3,"url":"vnd.youtube://www.youtube.com/watch?v=cQ6EH5DSQyM&feature=applinks"}],"httpStatus":200},{"url":"https://medium.com/@arnabmishra_32132","alts":[{"type":2,"url":"medium://@arnabmishra_32132"},{"type":3,"url":"medium://@arnabmishra_32132"}],"httpStatus":200},{"url":"https://medium.com/@mihirbotle","alts":[{"type":2,"url":"medium://@mihirbotle"},{"type":3,"url":"medium://@mihirbotle"}],"httpStatus":200},{"url":"http://erase.bg","alts":[],"httpStatus":200},{"url":"https://rahuld3eora.medium.com/","alts":[{"type":2,"url":"medium://@rahuld3eora"},{"type":3,"url":"medium://@rahuld3eora"}],"httpStatus":200},{"url":"https://fynd.keka.com/careers/","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1709867089184},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":0,"sectionCount":1,"readingList":0,"topics":[{"topicId":"1eca0103fff3","slug":"machine-learning","createdAt":1534449726145,"deletedAt":0,"image":{"id":"1*gFJS3amhZEg_z39D5EErVg@2x.png","originalWidth":2800,"originalHeight":1750},"name":"Machine Learning","description":"Teaching the learners.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Machine Learning News and Articles — Medium","type":"Topic"}]},"coverless":true,"slug":"improving-erase-bg-with-synthetic-data","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":true,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"improving-erase-bg-with-synthetic-data-388471a24281","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*eFNZRw-A09KCn9T17_kdPA.png","originalWidth":1920,"originalHeight":1080,"isFeatured":true}},{"name":"208b","type":3,"text":"Improving Erase.bg with Synthetic Data","markups":[],"alignment":1},{"name":"2097","type":13,"text":"Enhancing deep learning-based image background removal with…","markups":[],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Enhancing deep learning-based image background removal with automated synthetic data generation in Blender"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":0,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"Background removal AI with the help of Blender 3D and Python, and use of synthetic data","previewContent2":{"bodyModel":{"paragraphs":[{"name":"208b","type":3,"text":"Improving Erase.bg with Synthetic Data","markups":[]},{"name":"2097","type":13,"text":"Enhancing deep learning-based image background removal with automated synthetic data generation in Blender","markups":[]},{"name":"3476","type":4,"text":"","markups":[],"layout":1,"metadata":{"id":"1*eFNZRw-A09KCn9T17_kdPA.png","originalWidth":1920,"originalHeight":1080,"isFeatured":true}},{"name":"efab","type":3,"text":"Introduction","markups":[]},{"name":"ba63","type":1,"text":"In this blog, we’ll discuss our challenges and approaches to improving our AI-based background removal tool, Erase.bg, currently used by over 80k users per day 🚀 for image editing, ecommerce product photography, passport photo creation, and more. To know more about the basics of this tool, read this blog by…","markups":[{"type":3,"start":109,"end":117,"href":"http://erase.bg","title":"","rel":"noopener","anchorType":0},{"type":3,"start":297,"end":306,"href":"https://blog.gofynd.com/erasebg-instant-background-removal-for-everyone-76f6dcd86dde","title":"","rel":"","anchorType":0},{"type":1,"start":142,"end":160}]}],"sections":[{"name":"96cb","startIndex":0}]},"isFullContent":false,"subtitle":"Enhancing deep learning-based image background removal with automated synthetic data generation in Blender"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"bb3fb4c41bd8":{"id":"bb3fb4c41bd8","versionId":"69cf10d652cf","creatorId":"6408aa1c1489","homeCollectionId":"91d0019cb1ab","title":"Exploring the latest innovations in Computer Vision","detectedLanguage":"en","latestVersion":"69cf10d652cf","latestPublishedVersion":"69cf10d652cf","hasUnpublishedEdits":false,"latestRev":616,"createdAt":1679480552932,"updatedAt":1681416328715,"acceptedAt":0,"firstPublishedAt":1679984698883,"latestPublishedAt":1679984698883,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Insights from Fynd’s visit to The Indian Conference on Computer Vision, Graphics & Image Processing 2022","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"0*rJjyYQz-gKIc45dN","filter":"","backgroundSize":"","originalWidth":1600,"originalHeight":800,"strategy":"resample","height":0,"width":0},"wordCount":3338,"imageCount":33,"readingTime":14.99622641509434,"subtitle":"Insights from Fynd’s visit to The Indian Conference on Computer Vision, Graphics & Image Processing 2022","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":20,"isBookmarked":false,"tags":[{"slug":"icvgip-2022","name":"Icvgip 2022","postCount":1,"metadata":{"postCount":1,"coverImage":{"id":"0*rJjyYQz-gKIc45dN","originalWidth":1600,"originalHeight":800,"isFeatured":true}},"type":"Tag"},{"slug":"computer-vision","name":"Computer Vision","postCount":24633,"metadata":{"postCount":24633,"coverImage":{"id":"1*12z1KvuwHd8P8kwDLpOjDg.jpeg","originalWidth":946,"originalHeight":524}},"type":"Tag"},{"slug":"image-processing","name":"Image Processing","postCount":8306,"metadata":{"postCount":8306,"coverImage":{"id":"1*UkQea1WcI-4L4Dt7ea7VMQ.jpeg","originalWidth":1280,"originalHeight":720,"isFeatured":true}},"type":"Tag"},{"slug":"computer-graphics","name":"Computer Graphics","postCount":1017,"metadata":{"postCount":1017,"coverImage":{"id":"1*2QkHyLM3xqk6gSIYOjo19A.png","originalWidth":800,"originalHeight":800,"isFeatured":true}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":1,"links":{"entries":[{"url":"https://bmild.github.io/fourfeat/index.html","alts":[],"httpStatus":200},{"url":"https://www.matthewtancik.com/nerf","alts":[],"httpStatus":200},{"url":"https://raw.githubusercontent.com/NVlabs/tiny-cuda-nn/master/data/readme/multiresolution-hash-encoding-diagram.png","alts":[],"httpStatus":200},{"url":"https://raw.githubusercontent.com/NVlabs/tiny-cuda-nn/master/data/readme/fully-fused-mlp-diagram.png","alts":[],"httpStatus":200},{"url":"https://www.cs.umd.edu/~metzler/","alts":[],"httpStatus":200},{"url":"https://vivekboominathan.com/","alts":[],"httpStatus":200},{"url":"https://github.com/NVlabs/tiny-cuda-nn","alts":[],"httpStatus":200},{"url":"https://ai.facebook.com/blog/roberta-an-optimized-method-for-pretraining-self-supervised-nlp-systems/","alts":[],"httpStatus":200},{"url":"https://nvlabs.github.io/instant-ngp/assets/mueller2022instant.pdf","alts":[],"httpStatus":200},{"url":"https://research.nvidia.com/person/thomas-muller","alts":[],"httpStatus":200},{"url":"https://github.com/NVlabs/instant-ngp","alts":[],"httpStatus":200},{"url":"https://ai.facebook.com/blog/self-supervised-learning-the-dark-matter-of-intelligence/","alts":[],"httpStatus":200},{"url":"http://www.computationalimaging.org/wp-content/uploads/2021/04/DeepDfD_ICCP2021.pdf","alts":[],"httpStatus":200},{"url":"https://arxiv.org/abs/2003.08934","alts":[],"httpStatus":200},{"url":"https://arxiv.org/pdf/2010.01488.pdf","alts":[],"httpStatus":200},{"url":"https://ieeexplore.ieee.org/ielaam/34/9108332/9076617-aam.pdf","alts":[],"httpStatus":200},{"url":"https://www.eee.hku.hk/~evanpeng/","alts":[],"httpStatus":403},{"url":"https://www.weizmann.ac.il/math/dekel/home","alts":[],"httpStatus":200},{"url":"https://arxiv.org/pdf/2010.15440.pdf","alts":[],"httpStatus":200},{"url":"https://arxiv.org/pdf/2003.08934.pdf","alts":[],"httpStatus":200},{"url":"https://tom94.net/data/publications/mueller21realtime/mueller21realtime.pdf","alts":[],"httpStatus":200},{"url":"https://arxiv.org/pdf/2203.07664.pdf","alts":[],"httpStatus":200},{"url":"https://arxiv.org/pdf/2104.14294.pdf","alts":[],"httpStatus":200},{"url":"https://web.stanford.edu/~boyd/papers/pdf/end_to_end_opt_optics.pdf","alts":[],"httpStatus":0}],"version":"0.3","generatedAt":1679984709073},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":103,"sectionCount":1,"readingList":0,"topics":[{"topicId":"1eca0103fff3","slug":"machine-learning","createdAt":1534449726145,"deletedAt":0,"image":{"id":"1*gFJS3amhZEg_z39D5EErVg@2x.png","originalWidth":2800,"originalHeight":1750},"name":"Machine Learning","description":"Teaching the learners.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Machine Learning News and Articles — Medium","type":"Topic"}]},"coverless":true,"slug":"exploring-the-latest-innovations-in-computer-vision","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"exploring-the-latest-innovations-in-computer-vision-bb3fb4c41bd8","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"0*rJjyYQz-gKIc45dN","originalWidth":1600,"originalHeight":800,"isFeatured":true}},{"name":"2ea3","type":13,"text":"Machine Learning","markups":[],"alignment":1},{"name":"64eb","type":3,"text":"Exploring the latest innovations in Computer Vision","markups":[{"type":1,"start":0,"end":51}],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Insights from Fynd’s visit to The Indian Conference on Computer Vision, Graphics & Image Processing 2022"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":6,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"primaryTopicId":"1eca0103fff3","isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"2ea3","type":13,"text":"Machine Learning","markups":[]},{"name":"64eb","type":3,"text":"Exploring the latest innovations in Computer Vision","markups":[{"type":1,"start":0,"end":51}]},{"name":"fb83","type":13,"text":"Insights from Fynd’s visit to The Indian Conference on Computer Vision, Graphics & Image Processing 2022","markups":[]},{"name":"5de2","type":4,"text":"","markups":[],"layout":1,"metadata":{"id":"0*rJjyYQz-gKIc45dN","originalWidth":1600,"originalHeight":800,"isFeatured":true}},{"name":"a09b","type":1,"text":"The Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP) is the premier conference in computer vision, graphics, image processing, and related fields.","markups":[]},{"name":"4c7b","type":1,"text":"The ICVGIP 2022 took place at IIT Gandhinagar. The Computer Vision Research team at Fynd got a chance to attend! The 3-day event included exciting events…","markups":[]}],"sections":[{"name":"d898","startIndex":0}]},"isFullContent":false,"subtitle":"Insights from Fynd’s visit to The Indian Conference on Computer Vision, Graphics & Image Processing 2022"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"86f727789635":{"id":"86f727789635","versionId":"5849cf75005","creatorId":"6d19a8df5727","homeCollectionId":"91d0019cb1ab","title":"A walkthrough of PixelBin’s #1 ranking on Product Hunt","detectedLanguage":"en","latestVersion":"5849cf75005","latestPublishedVersion":"5849cf75005","hasUnpublishedEdits":false,"latestRev":727,"createdAt":1673172656140,"updatedAt":1679654418908,"acceptedAt":0,"firstPublishedAt":1679654415906,"latestPublishedAt":1679654415906,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Behind the scenes of our most anticipated product launch of 2022","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*OMi6xExZoEBRVkdmqF3KLw.png","filter":"","backgroundSize":"","originalWidth":2938,"originalHeight":1412,"strategy":"resample","height":0,"width":0},"wordCount":1641,"imageCount":12,"readingTime":7.5424528301886795,"subtitle":"Behind the scenes of our most anticipated product launch of 2022","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":2,"isBookmarked":false,"tags":[{"slug":"artificial-intelligence","name":"Artificial Intelligence","postCount":460741,"metadata":{"postCount":460741,"coverImage":{"id":"1*gAn_BSffVBcwCIR6bDgK1g.jpeg"}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},{"slug":"product-launch","name":"Product Launch","postCount":1835,"metadata":{"postCount":1835,"coverImage":{"id":"1*64tAxwB4DNunr40MoIFyvQ.png","originalWidth":750,"originalHeight":515,"isFeatured":true,"alt":"A rocket indicative of a successful product launch"}},"type":"Tag"},{"slug":"digital-asset-management","name":"Digital Asset Management","postCount":1676,"metadata":{"postCount":1676,"coverImage":{"id":"0*cSAce0KXdmsefkrq.jpg","originalWidth":1400,"originalHeight":788,"isFeatured":true}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"https://www.producthunt.com/posts/pixelbin-generative-background-creator","alts":[],"httpStatus":200},{"url":"https://www.producthunt.com/products/shrink-media","alts":[],"httpStatus":200},{"url":"https://www.producthunt.com/products/watermarkremover-io","alts":[],"httpStatus":200},{"url":"https://www.producthunt.com/products/erase-bg","alts":[],"httpStatus":200},{"url":"https://www.pixelbin.io/","alts":[],"httpStatus":200},{"url":"http://PixelBin.io","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1679654418966},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":15,"sectionCount":2,"readingList":0,"topics":[{"topicId":"4861fee224fd","slug":"marketing","createdAt":1493928453626,"deletedAt":0,"image":{"id":"1*3blpwADxHq_9ksV-SXek-g@2x.jpeg","originalWidth":4000,"originalHeight":2250},"name":"Marketing","description":"Always be branding.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Marketing Articles and News — Medium","type":"Topic"}]},"coverless":true,"slug":"a-walkthrough-of-pixelbins-1-ranking-on-product-hunt","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":true,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"a-walkthrough-of-pixelbins-1-ranking-on-product-hunt-86f727789635","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*OMi6xExZoEBRVkdmqF3KLw.png","originalWidth":2938,"originalHeight":1412,"isFeatured":true}},{"name":"4411","type":13,"text":"Growth","markups":[],"alignment":1},{"name":"c946","type":3,"text":"A walkthrough of PixelBin’s #1 ranking on Product Hunt","markups":[],"alignment":1},{"name":"75fb","type":13,"text":"Behind the scenes of our…","markups":[{"type":1,"start":0,"end":24}],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Behind the scenes of our most anticipated product launch of 2022"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":0,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"4411","type":13,"text":"Growth","markups":[]},{"name":"c946","type":3,"text":"A walkthrough of PixelBin’s #1 ranking on Product Hunt","markups":[]},{"name":"75fb","type":13,"text":"Behind the scenes of our most anticipated product launch of 2022","markups":[{"type":1,"start":0,"end":64}]},{"name":"fe7d","type":4,"text":"","markups":[],"layout":1,"metadata":{"id":"1*OMi6xExZoEBRVkdmqF3KLw.png","originalWidth":2938,"originalHeight":1412,"isFeatured":true}},{"name":"3b51","type":1,"text":"After much research, experimenting, building and testing, the time for our most awaited product launch had arrived. PixelBin was released to the market on 1st Dec 2022, a brand new and productive start to the month!","markups":[{"type":3,"start":116,"end":124,"href":"https://www.pixelbin.io/","title":"","rel":"","anchorType":0}]},{"name":"42c6","type":1,"text":"This was an opportunity to launch the result of the entire team’s hard work…","markups":[]}],"sections":[{"name":"36af","startIndex":0}]},"isFullContent":false,"subtitle":"Behind the scenes of our most anticipated product launch of 2022"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"76f6dcd86dde":{"id":"76f6dcd86dde","versionId":"ddbdd860bda8","creatorId":"c0b8e0e6e9b0","homeCollectionId":"91d0019cb1ab","title":"EraseBG: Instant Background Removal for Everyone","detectedLanguage":"en","latestVersion":"ddbdd860bda8","latestPublishedVersion":"ddbdd860bda8","hasUnpublishedEdits":false,"latestRev":397,"createdAt":1621856277721,"updatedAt":1641483995258,"acceptedAt":0,"firstPublishedAt":1622447629427,"latestPublishedAt":1622447629427,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Learn how Fynd’s Engineering team built a tool that can be used in marketing, social media, ecommerce and more to remove backgrounds…","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"0*kbuaYRbS8bhrJu1l.png","filter":"","backgroundSize":"","originalWidth":1554,"originalHeight":514,"strategy":"resample","height":0,"width":0},"wordCount":1361,"imageCount":16,"readingTime":6.685849056603773,"subtitle":"Learn how Fynd’s Engineering team built a tool that can be used in marketing, social media, ecommerce and more to remove backgrounds…","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":12,"isBookmarked":false,"tags":[{"slug":"computer-vision","name":"Computer Vision","postCount":24633,"metadata":{"postCount":24633,"coverImage":{"id":"1*12z1KvuwHd8P8kwDLpOjDg.jpeg","originalWidth":946,"originalHeight":524}},"type":"Tag"},{"slug":"product","name":"Product","postCount":48851,"metadata":{"postCount":48851,"coverImage":{"id":"1*Wgi_h3GykmD0YTl_x5Ahww.png","originalWidth":1792,"originalHeight":1024,"isFeatured":true}},"type":"Tag"},{"slug":"ecommerce","name":"Ecommerce","postCount":156641,"metadata":{"postCount":156641,"coverImage":{"id":"0*FSf8iejFqtKV9WTW.png","originalWidth":979,"originalHeight":654,"isFeatured":true}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},{"slug":"engineering","name":"Engineering","postCount":56576,"metadata":{"postCount":56576,"coverImage":{"id":"1*n7PGygHwLIy-tbMmIfvMJg.png","originalWidth":1920,"originalHeight":1080,"isFeatured":true,"alt":"A young child sits against a backdrop of a sprawling river delta, building a colorful tower of blocks. The image symbolizes creativity and imagination as tools for designing solutions to complex environmental challenges like delta management and climate adaptation"}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"https://www.instagram.com/erase.bg/","alts":[],"httpStatus":429},{"url":"https://erase.bg/","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1622447630600},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":110,"sectionCount":2,"readingList":0,"topics":[{"topicId":"55321ac40456","slug":"design","createdAt":1536181929758,"deletedAt":0,"image":{"id":"1*1aLu20aptPeUTDg_E8KtmA@2x.jpeg","originalWidth":6016,"originalHeight":4016},"name":"Design","description":"Below the surface.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Design Articles and News — Medium","type":"Topic"}]},"coverless":true,"slug":"erasebg-instant-background-removal-for-everyone","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":true,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"erasebg-instant-background-removal-for-everyone-76f6dcd86dde","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"0*kbuaYRbS8bhrJu1l.png","originalWidth":1554,"originalHeight":514,"isFeatured":true}},{"name":"610a","type":3,"text":"EraseBG: Instant Background Removal for Everyone","markups":[],"alignment":1},{"name":"35b3","type":13,"text":"Learn how Fynd’s Engineering team built a tool that…","markups":[],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Learn how Fynd’s Engineering team built a tool that can be used in marketing, social media, ecommerce and more to remove backgrounds…"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":4,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"610a","type":3,"text":"EraseBG: Instant Background Removal for Everyone","markups":[]},{"name":"35b3","type":13,"text":"Learn how Fynd’s Engineering team built a tool that can be used in marketing, social media, ecommerce and more to remove backgrounds accurately","markups":[]},{"name":"a6a8","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*sL2vrWi1p4WSmgqIXeIpHA.jpeg","originalWidth":1500,"originalHeight":500}},{"name":"d23a","type":1,"text":"This blog is intended to introduce the reader to the world of background removal and share some of the learnings and challenges that came our way when creating EraseBG. EraseBG is an entirely automated background service that offers high-resolution outputs for free!","markups":[{"type":1,"start":233,"end":266}]},{"name":"2cbc","type":1,"text":"So Let’s Get Started!","markups":[]},{"name":"4e45","type":3,"text":"Deep Dive into Background Removal","markups":[]},{"name":"b2bd","type":1,"text":"Background removal is…","markups":[{"type":1,"start":310,"end":321}]}],"sections":[{"name":"14fb","startIndex":0}]},"isFullContent":false,"subtitle":"Learn how Fynd’s Engineering team built a tool that can be used in marketing, social media, ecommerce and more to remove backgrounds…"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"a8762edb312e":{"id":"a8762edb312e","versionId":"1329149697ce","creatorId":"a2dcfee1b1c1","homeCollectionId":"91d0019cb1ab","title":"We fixed the “Color” extraction problem for E-Commerce","detectedLanguage":"en","latestVersion":"1329149697ce","latestPublishedVersion":"1329149697ce","hasUnpublishedEdits":false,"latestRev":5444,"createdAt":1612239966457,"updatedAt":1642512113598,"acceptedAt":0,"firstPublishedAt":1614835657299,"latestPublishedAt":1616768425159,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Journey of our approach and how we came up with the solution","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*xhZUKiO793GL8uovqHDSuA.png","filter":"","backgroundSize":"","originalWidth":2240,"originalHeight":1260,"strategy":"resample","height":0,"width":0},"wordCount":2461,"imageCount":40,"readingTime":12.03679245283019,"subtitle":"Journey of our approach and how we came up with the solution","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":25,"isBookmarked":false,"tags":[{"slug":"engineering","name":"Engineering","postCount":56576,"metadata":{"postCount":56576,"coverImage":{"id":"1*n7PGygHwLIy-tbMmIfvMJg.png","originalWidth":1920,"originalHeight":1080,"isFeatured":true,"alt":"A young child sits against a backdrop of a sprawling river delta, building a colorful tower of blocks. The image symbolizes creativity and imagination as tools for designing solutions to complex environmental challenges like delta management and climate adaptation"}},"type":"Tag"},{"slug":"computer-vision","name":"Computer Vision","postCount":24633,"metadata":{"postCount":24633,"coverImage":{"id":"1*12z1KvuwHd8P8kwDLpOjDg.jpeg","originalWidth":946,"originalHeight":524}},"type":"Tag"},{"slug":"retail-technology","name":"Retail Technology","postCount":4758,"metadata":{"postCount":4758,"coverImage":{"id":"1*HzIv1iBWNWk7AEJKxRreyw@2x.jpeg","originalWidth":768,"originalHeight":439,"backgroundSize":"","filter":"","isFeatured":false,"externalSrc":"","focusPercentX":-1,"focusPercentY":-1,"alt":"","repairedAt":0,"unsplashPhotoId":""}},"type":"Tag"},{"slug":"color-palette","name":"Color Palette","postCount":473,"metadata":{"postCount":473,"coverImage":{"id":"1*6TfK1fY5fmT4JKjAIMdI2A@2x.jpeg","originalWidth":1312,"originalHeight":736,"backgroundSize":"","filter":"","isFeatured":false,"externalSrc":"","focusPercentX":-1,"focusPercentY":-1,"alt":"","repairedAt":0,"unsplashPhotoId":""}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"https://www.w3schools.com/colors/colors_picker.asp","alts":[],"httpStatus":200},{"url":"https://gist.githubusercontent.com/arjun921/38edd954a5a9eb4fc126ebe8d3c459f8/raw/da4103e8bdcb30a8db27e7fbe823106602389c3c/color-palette.json","alts":[],"httpStatus":200},{"url":"https://www.myntra.com/sarees/kalini/kalini-yellow--red-jute-silk-embroidered-saree/12754032/buy","alts":[],"httpStatus":403},{"url":"https://arxiv.org/abs/2003.03613","alts":[],"httpStatus":200},{"url":"http://www.fynd.jobs","alts":[],"httpStatus":403},{"url":"https://www.producthunt.com/posts/vogueai","alts":[],"httpStatus":200},{"url":"https://steemit.com/steemstem/@jepper/difference-between-purple-and-violet","alts":[],"httpStatus":200},{"url":"https://gofynd.quip.com/IOy6AbcQevfA/Color-Pallete-BuildResearch-Log","alts":[{"type":2,"url":"quip://IOy6AbcQevfA"},{"type":3,"url":"quip://quip.com/IOy6AbcQevfA"}],"httpStatus":200},{"url":"https://docs.google.com/spreadsheets/d/1BJLAzuEPPhZlmkGtEfoKZRPQwQdQqRYibHvBMcsOEcw/edit#gid=0","alts":[],"httpStatus":200},{"url":"https://erase.bg","alts":[],"httpStatus":200},{"url":"https://research.fynd.com","alts":[],"httpStatus":200},{"url":"https://blog.gofynd.com/21-reasons-to-create-your-website-on-fynd-platform-2020wonbyfyndplatform-21594f096bbf","alts":[{"type":3,"url":"medium://p/21594f096bbf"},{"type":2,"url":"medium://p/21594f096bbf"}],"httpStatus":200},{"url":"https://docs.google.com/spreadsheets/d/1kFYZLvJjn4xIwrOj1JUCZEo5jKVq6RMQrBx2Uy4vWak/edit#gid=0","alts":[],"httpStatus":200},{"url":"https://arjun921.medium.com/how-i-setup-autoscaling-on-kubernetes-and-you-can-too-470a5fec067f","alts":[{"type":3,"url":"medium://p/470a5fec067f"},{"type":2,"url":"medium://p/470a5fec067f"}],"httpStatus":200},{"url":"https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d","alts":[{"type":3,"url":"medium://p/525de4f6ba7d"},{"type":2,"url":"medium://p/525de4f6ba7d"}],"httpStatus":200},{"url":"https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c","alts":[{"type":3,"url":"medium://p/552586d698c"},{"type":2,"url":"medium://p/552586d698c"}],"httpStatus":200},{"url":"https://towardsdatascience.com/fine-grained-image-segmentation-fgis-a0cec385ead0","alts":[{"type":3,"url":"medium://p/a0cec385ead0"},{"type":2,"url":"medium://p/a0cec385ead0"}],"httpStatus":200},{"url":"https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6","alts":[{"type":3,"url":"medium://p/a03bf2d06d6"},{"type":2,"url":"medium://p/a03bf2d06d6"}],"httpStatus":200},{"url":"https://blog.gofynd.com/ai-powered-fashion-in-video-2edb08166be4","alts":[{"type":3,"url":"medium://p/2edb08166be4"},{"type":2,"url":"medium://p/2edb08166be4"}],"httpStatus":200},{"url":"https://blog.gofynd.com/how-we-reduced-our-ml-training-costs-by-78-a33805cb00cf","alts":[{"type":3,"url":"medium://p/a33805cb00cf"},{"type":2,"url":"medium://p/a33805cb00cf"}],"httpStatus":200}],"version":"0.3","generatedAt":1616768428709},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":214,"sectionCount":12,"readingList":0,"topics":[{"topicId":"1eca0103fff3","slug":"machine-learning","createdAt":1534449726145,"deletedAt":0,"image":{"id":"1*gFJS3amhZEg_z39D5EErVg@2x.png","originalWidth":2800,"originalHeight":1750},"name":"Machine Learning","description":"Teaching the learners.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Machine Learning News and Articles — Medium","type":"Topic"}]},"coverless":true,"slug":"we-fixed-the-color-extraction-problem-for-e-commerce","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"we-fixed-the-color-extraction-problem-for-e-commerce-a8762edb312e","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*xhZUKiO793GL8uovqHDSuA.png","originalWidth":2240,"originalHeight":1260,"isFeatured":true}},{"name":"previewTitle","type":3,"text":"We fixed the “Color” extraction problem for E-Commerce","alignment":1},{"name":"previewSubtitle","type":13,"text":"Journey of our approach and how we came up with…","alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Journey of our approach and how we came up with the solution"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":3,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"primaryTopicId":"1eca0103fff3","isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"We fixed the \"Color\" Extraction problem for The E-Commerce Industry | by Arjun Sunil","previewContent2":{"bodyModel":{"paragraphs":[{"name":"161b","type":3,"text":"We fixed the “Color” extraction problem for E-Commerce","markups":[]},{"name":"79f0","type":13,"text":"Journey of how we approached the problem and came to a final solution","markups":[]},{"name":"4863","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*xhZUKiO793GL8uovqHDSuA.png","originalWidth":2240,"originalHeight":1260,"isFeatured":true}},{"name":"de08","type":3,"text":"You fixed Colors? Wait whattt??","markups":[]}],"sections":[{"name":"9374","startIndex":0}]},"isFullContent":false,"subtitle":"Journey of our approach and how we came up with the solution"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"525de4f6ba7d":{"id":"525de4f6ba7d","versionId":"a4f32e8f336f","creatorId":"ad0bb7a9cb52","homeCollectionId":"91d0019cb1ab","title":"Business Perspective of GlamAR","detectedLanguage":"en","latestVersion":"a4f32e8f336f","latestPublishedVersion":"a4f32e8f336f","hasUnpublishedEdits":false,"latestRev":2782,"createdAt":1609916314425,"updatedAt":1640772667153,"acceptedAt":0,"firstPublishedAt":1612262010057,"latestPublishedAt":1612262010057,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"A business outlook of our AR-based SAAS product","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*zFCYLDoe2qq48CKDQGaeqA.jpeg","filter":"","backgroundSize":"","originalWidth":1280,"originalHeight":720,"strategy":"resample","height":0,"width":0},"wordCount":843,"imageCount":6,"readingTime":4.131132075471698,"subtitle":"A business outlook of our AR-based SAAS product","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":13,"isBookmarked":false,"tags":[{"slug":"augmented-reality","name":"Augmented Reality","postCount":30714,"metadata":{"postCount":30714,"coverImage":{"id":"0*eSSa-eVBWsFuYIz3","originalWidth":1472,"originalHeight":832,"isFeatured":true}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},{"slug":"growth","name":"Growth","postCount":126930,"metadata":{"postCount":126930,"coverImage":{"id":"1*x6HePaw4VZBR1TrNfmIaBA.gif","originalWidth":810,"originalHeight":439}},"type":"Tag"},{"slug":"business","name":"Business","postCount":813021,"metadata":{"postCount":813021,"coverImage":{"id":"1*tuAJBvPwEXEoFbimeb33iQ.jpeg"}},"type":"Tag"},{"slug":"technology","name":"Technology","postCount":2491712,"metadata":{"postCount":2491712,"coverImage":{"id":"1*yH2cmH1uhoFpR7HIseOAsw.jpeg"}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"mailto:glamar@fynd.com","alts":[],"httpStatus":0},{"url":"https://twitter.com/ProductHunt/status/1346819127470665729","alts":[],"httpStatus":400},{"url":"https://gitlab.com/fynd/glamar-android-sample","alts":[],"httpStatus":200},{"url":"https://gitlab.com/fynd/glamar-webAR-sample","alts":[],"httpStatus":200},{"url":"https://glamar.fynd.com/pricing","alts":[],"httpStatus":200},{"url":"https://glamar.fynd.com","alts":[],"httpStatus":200},{"url":"https://admin.glamar.fynd.com/faqs","alts":[],"httpStatus":200},{"url":"https://blog.gofynd.com/technical-gear-of-glamar-a03bf2d06d6","alts":[{"type":3,"url":"medium://p/a03bf2d06d6"},{"type":2,"url":"medium://p/a03bf2d06d6"}],"httpStatus":200},{"url":"https://www.producthunt.com/posts/glamar","alts":[],"httpStatus":200},{"url":"http://glamar.io","alts":[],"httpStatus":200},{"url":"https://docs.glamar.fynd.com/#webar-sdk","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1612262014878},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":189,"sectionCount":3,"readingList":0,"topics":[{"topicId":"4861fee224fd","slug":"marketing","createdAt":1493928453626,"deletedAt":0,"image":{"id":"1*3blpwADxHq_9ksV-SXek-g@2x.jpeg","originalWidth":4000,"originalHeight":2250},"name":"Marketing","description":"Always be branding.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Marketing Articles and News — Medium","type":"Topic"}]},"coverless":true,"slug":"business-perspective-of-glamar","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"business-perspective-of-glamar-525de4f6ba7d","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*zFCYLDoe2qq48CKDQGaeqA.jpeg","originalWidth":1280,"originalHeight":720,"isFeatured":true}},{"name":"c0f7","type":3,"text":"Business Perspective of GlamAR","markups":[],"alignment":1},{"name":"9457","type":13,"text":"A business outlook of our AR-based SAAS product.","markups":[],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"A business outlook of our AR-based SAAS product"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":0,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"c0f7","type":3,"text":"Business Perspective of GlamAR","markups":[]},{"name":"9457","type":13,"text":"A business outlook of our AR-based SAAS product.","markups":[]},{"name":"582e","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*zFCYLDoe2qq48CKDQGaeqA.jpeg","originalWidth":1280,"originalHeight":720,"isFeatured":true}},{"name":"9917","type":1,"text":"For the past year, we have been busy building our SaaS product — GlamAR, to help beauty brands sell Makeup products online. Brands are well-versed in in-store selling as their customers prefer to try out products physically. But with GlamAR, we aim to equip brands to open up the same…","markups":[],"hasDropCap":true}],"sections":[{"name":"d09f","startIndex":0}]},"isFullContent":false,"subtitle":"A business outlook of our AR-based SAAS product"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"a03bf2d06d6":{"id":"a03bf2d06d6","versionId":"399c16d6e80b","creatorId":"82d88148bf04","homeCollectionId":"91d0019cb1ab","title":"Technical Gear of GlamAR","detectedLanguage":"en","latestVersion":"399c16d6e80b","latestPublishedVersion":"399c16d6e80b","hasUnpublishedEdits":false,"latestRev":2017,"createdAt":1610260209960,"updatedAt":1640772643525,"acceptedAt":0,"firstPublishedAt":1612261051309,"latestPublishedAt":1612262107186,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"How we built GlamAR, an Augmented Reality platform for a seamless try-on experience.","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*2LGO321WErg9zJgkJd5uHg.png","filter":"","backgroundSize":"","originalWidth":1195,"originalHeight":493,"strategy":"resample","height":0,"width":0},"wordCount":1549,"imageCount":10,"readingTime":7.095283018867924,"subtitle":"How we built GlamAR, an Augmented Reality platform for a seamless try-on experience.","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":13,"isBookmarked":false,"tags":[{"slug":"virtual-try-on","name":"Virtual Try On","postCount":186,"metadata":{"postCount":186,"coverImage":{"id":"1*_g4qB24i0Z_7BzQHDdmoUQ.png","originalWidth":1251,"originalHeight":782,"isFeatured":true,"alt":"Gehna Mart homepage"}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},{"slug":"engineering","name":"Engineering","postCount":56576,"metadata":{"postCount":56576,"coverImage":{"id":"1*n7PGygHwLIy-tbMmIfvMJg.png","originalWidth":1920,"originalHeight":1080,"isFeatured":true,"alt":"A young child sits against a backdrop of a sprawling river delta, building a colorful tower of blocks. The image symbolizes creativity and imagination as tools for designing solutions to complex environmental challenges like delta management and climate adaptation"}},"type":"Tag"},{"slug":"augmented-reality","name":"Augmented Reality","postCount":30714,"metadata":{"postCount":30714,"coverImage":{"id":"0*eSSa-eVBWsFuYIz3","originalWidth":1472,"originalHeight":832,"isFeatured":true}},"type":"Tag"},{"slug":"android","name":"Android","postCount":143864,"metadata":{"postCount":143864,"coverImage":{"id":"1*sqUtiOsnKWAQfEDJ6yXXPw.jpeg","originalWidth":1280,"originalHeight":1051}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"mailto:glamar@fynd.com","alts":[],"httpStatus":0},{"url":"https://angel.co/company/gofynd/jobs","alts":[],"httpStatus":403},{"url":"https://developers.google.com/ml-kit","alts":[],"httpStatus":200},{"url":"https://medium.com/@akash.chokshi24","alts":[{"type":2,"url":"medium://@akash.chokshi24"},{"type":3,"url":"medium://@akash.chokshi24"}],"httpStatus":200},{"url":"https://medium.com/@shubham.dalvi97","alts":[{"type":3,"url":"medium://@shubham.dalvi97"},{"type":2,"url":"medium://@shubham.dalvi97"}],"httpStatus":200},{"url":"https://medium.com/@mahesh.p.gudi","alts":[{"type":2,"url":"medium://@mahesh.p.gudi"},{"type":3,"url":"medium://@mahesh.p.gudi"}],"httpStatus":200},{"url":"https://www.producthunt.com/posts/glamar","alts":[],"httpStatus":200},{"url":"https://blog.gofynd.com/glamar-how-we-built-a-real-time-try-on-app-f8719b2f47b","alts":[{"type":3,"url":"medium://p/f8719b2f47b"},{"type":2,"url":"medium://p/f8719b2f47b"}],"httpStatus":200},{"url":"https://admin.glamar.fynd.com/faqs","alts":[],"httpStatus":200},{"url":"https://glamar.fynd.com/","alts":[],"httpStatus":200},{"url":"https://blog.gofynd.com/glamar-ar-driven-virtual-tryon-solution-2a6c2588e59f","alts":[{"type":3,"url":"medium://p/2a6c2588e59f"},{"type":2,"url":"medium://p/2a6c2588e59f"}],"httpStatus":200},{"url":"https://medium.com/@ranubhav","alts":[{"type":2,"url":"medium://@ranubhav"},{"type":3,"url":"medium://@ranubhav"}],"httpStatus":200},{"url":"https://medium.com/u/ad8cce662919?source=post_page-----525de4f6ba7d--------------------------------","alts":[{"type":2,"url":"medium://@kritika.singhania"},{"type":3,"url":"medium://@kritika.singhania"}],"httpStatus":200},{"url":"https://medium.com/@shubhwicked","alts":[{"type":2,"url":"medium://@shubhwicked"},{"type":3,"url":"medium://@shubhwicked"}],"httpStatus":200},{"url":"https://blog.gofynd.com/@gauravgola","alts":[{"type":2,"url":"medium://@gauravgola"},{"type":3,"url":"medium://@gauravgola"}],"httpStatus":200},{"url":"https://medium.com/@mahakal001","alts":[{"type":2,"url":"medium://@mahakal001"},{"type":3,"url":"medium://@mahakal001"}],"httpStatus":200},{"url":"https://medium.com/@swati-modi","alts":[{"type":2,"url":"medium://@swati-modi"},{"type":3,"url":"medium://@swati-modi"}],"httpStatus":200},{"url":"https://medium.com/@neerajshukla1911","alts":[{"type":2,"url":"medium://@neerajshukla1911"},{"type":3,"url":"medium://@neerajshukla1911"}],"httpStatus":200},{"url":"https://blog.gofynd.com/mediapipe-with-custom-tflite-model-d3ea0427b3c1","alts":[{"type":3,"url":"medium://p/d3ea0427b3c1"},{"type":2,"url":"medium://p/d3ea0427b3c1"}],"httpStatus":200},{"url":"https://blog.gofynd.com/business-perspective-of-glamar-525de4f6ba7d","alts":[{"type":3,"url":"medium://p/525de4f6ba7d"},{"type":2,"url":"medium://p/525de4f6ba7d"}],"httpStatus":200},{"url":"https://medium.com/@tusharmoraye","alts":[{"type":2,"url":"medium://@tusharmoraye"},{"type":3,"url":"medium://@tusharmoraye"}],"httpStatus":200},{"url":"http://glamar.io","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1612262109082},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":196,"sectionCount":3,"readingList":0,"topics":[{"topicId":"decb52b64abf","slug":"programming","createdAt":1493934116328,"deletedAt":0,"image":{"id":"1*iPa136b1cGEO7lvoXg6uHQ@2x.jpeg","originalWidth":6016,"originalHeight":4016},"name":"Programming","description":"The good, the bad, the buggy.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Programming News and Articles — Medium","type":"Topic"}]},"coverless":true,"slug":"technical-gear-of-glamar","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"technical-gear-of-glamar-a03bf2d06d6","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*2LGO321WErg9zJgkJd5uHg.png","originalWidth":1195,"originalHeight":493,"isFeatured":true}},{"name":"478c","type":3,"text":"Technical Gear of GlamAR","markups":[{"type":2,"start":0,"end":18}],"alignment":1},{"name":"a6d7","type":13,"text":"How we built GlamAR, an Augmented Reality platform for a seamless try-on…","markups":[],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"How we built GlamAR, an Augmented Reality platform for a seamless try-on experience."},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":0,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"478c","type":3,"text":"Technical Gear of GlamAR","markups":[{"type":2,"start":0,"end":18}]},{"name":"a6d7","type":13,"text":"How we built GlamAR, an Augmented Reality platform for a seamless try-on experience.","markups":[]},{"name":"9a5e","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*2LGO321WErg9zJgkJd5uHg.png","originalWidth":1195,"originalHeight":493,"isFeatured":true}},{"name":"3e3c","type":1,"text":"Have you ever wondered what leads to product development?","markups":[{"type":1,"start":0,"end":57}]},{"name":"86d4","type":1,"text":"Is it the idea and the right mix of talent and passion? Well, all of those are important ingredients but the most significant is a problem statement. There should be a viable need for the product.","markups":[]},{"name":"26b5","type":1,"text":"At Fynd, we develop innovative…","markups":[]}],"sections":[{"name":"25f7","startIndex":0}]},"isFullContent":false,"subtitle":"How we built GlamAR, an Augmented Reality platform for a seamless try-on experience."},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"2edb08166be4":{"id":"2edb08166be4","versionId":"10a0bcdc826e","creatorId":"3c3a2299bf5c","homeCollectionId":"91d0019cb1ab","title":"AI-Powered: Fashion in Video","detectedLanguage":"en","latestVersion":"10a0bcdc826e","latestPublishedVersion":"10a0bcdc826e","hasUnpublishedEdits":false,"latestRev":2511,"createdAt":1610261252720,"updatedAt":1640595473835,"acceptedAt":0,"firstPublishedAt":1610610510822,"latestPublishedAt":1611567411638,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Automated pipeline to extract unique fashion from any video source","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*pw-gfCkcRcpXIf2CDAVLrg.jpeg","filter":"","backgroundSize":"","originalWidth":2177,"originalHeight":730,"strategy":"resample","height":0,"width":0},"wordCount":1406,"imageCount":12,"readingTime":6.65566037735849,"subtitle":"Automated pipeline to extract unique fashion from any video source","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":23,"isBookmarked":false,"tags":[{"slug":"fashion-trends","name":"Fashion Trends","postCount":19285,"metadata":{"postCount":19285,"coverImage":{"id":"0*R8-vQ8QnZnAgJK3g","originalWidth":4000,"originalHeight":6000,"isFeatured":true,"unsplashPhotoId":"X2VFGK7B6Rk"}},"type":"Tag"},{"slug":"visual-search","name":"Visual Search","postCount":283,"metadata":{"postCount":283,"coverImage":{"id":"0*_rb8s2pJimk5wl9g.","originalWidth":1600,"originalHeight":1380}},"type":"Tag"},{"slug":"deep-learning","name":"Deep Learning","postCount":101676,"metadata":{"postCount":101676,"coverImage":{"id":"1*lFaRb83-Bq6SuW-xFNJ7Ig@2x.jpeg","originalWidth":1024,"originalHeight":1024,"isFeatured":true}},"type":"Tag"},{"slug":"emily-in-paris","name":"Emily In Paris","postCount":323,"metadata":{"postCount":323,"coverImage":{"id":"0*EE8yLAHjIckXlAaU.png","originalWidth":1040,"originalHeight":585}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":0,"links":{"entries":[{"url":"https://github.com/Zulko/gizeh","alts":[],"httpStatus":200},{"url":"https://github.com/Zulko/moviepy","alts":[],"httpStatus":200},{"url":"https://blog.gofynd.com/boost-object-detection-model-accuracy-552586d698c","alts":[{"type":3,"url":"medium://p/552586d698c"},{"type":2,"url":"medium://p/552586d698c"}],"httpStatus":200},{"url":"https://glamar.fynd.com/","alts":[],"httpStatus":200},{"url":"https://trak.fynd.com/","alts":[],"httpStatus":200},{"url":"https://research.fynd.com/","alts":[],"httpStatus":200},{"url":"http://trak.fynd.com","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1611567413049},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":279,"sectionCount":4,"readingList":0,"topics":[{"topicId":"1eca0103fff3","slug":"machine-learning","createdAt":1534449726145,"deletedAt":0,"image":{"id":"1*gFJS3amhZEg_z39D5EErVg@2x.png","originalWidth":2800,"originalHeight":1750},"name":"Machine Learning","description":"Teaching the learners.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Machine Learning News and Articles — Medium","type":"Topic"},{"topicId":"ae5d4995e225","slug":"data-science","createdAt":1493923906289,"deletedAt":0,"image":{"id":"1*NHWOEki_ncCX-xzbKtkEWw@2x.jpeg","originalWidth":5760,"originalHeight":3840},"name":"Data Science","description":"Query this.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Data Science News and Articles — Medium","type":"Topic"}]},"coverless":true,"slug":"ai-powered-fashion-in-video","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"ai-powered-fashion-in-video-2edb08166be4","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*pw-gfCkcRcpXIf2CDAVLrg.jpeg","originalWidth":2177,"originalHeight":730,"isFeatured":true}},{"name":"previewTitle","type":3,"text":"AI-Powered: Fashion in Video","alignment":1},{"name":"previewSubtitle","type":13,"text":"Automated pipeline to extract unique fashion from any video source","alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Automated pipeline to extract unique fashion from any video source"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":4,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"263a","type":13,"text":"Video Processing at Fynd","markups":[]},{"name":"e55a","type":3,"text":"VogueAI : Auto fashion in Video","markups":[]},{"name":"f5bf","type":13,"text":"Automated pipeline to extract unique fashion from any video source","markups":[]},{"name":"bd4c","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*pw-gfCkcRcpXIf2CDAVLrg.jpeg","originalWidth":2177,"originalHeight":730,"isFeatured":true}},{"name":"02f6","type":3,"text":"Introduction","markups":[]},{"name":"bb67","type":1,"text":"At Fynd, we are focused on building ML models that bring value to our society. One such product is Fynd Trak which helps retailers and store owners to capture the lost insights through CCTV cameras. Video streams received from small and big stores are huge, and to process them, we…","markups":[{"type":3,"start":99,"end":108,"href":"http://trak.fynd.com","title":"","rel":"","anchorType":0}]}],"sections":[{"name":"9768","startIndex":0}]},"isFullContent":false,"subtitle":"Automated pipeline to extract unique fashion from any video source"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"552586d698c":{"id":"552586d698c","versionId":"642b044235cb","creatorId":"3c3a2299bf5c","homeCollectionId":"91d0019cb1ab","title":"How to boost object detection accuracy by understanding data","detectedLanguage":"en","latestVersion":"642b044235cb","latestPublishedVersion":"642b044235cb","hasUnpublishedEdits":false,"latestRev":4881,"createdAt":1601271064084,"updatedAt":1639633262274,"acceptedAt":0,"firstPublishedAt":1602574442481,"latestPublishedAt":1638958266804,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Improving object detection mAP by 20%","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*BTqo8SHYQkKuq1Qaic6G7Q.jpeg","filter":"","backgroundSize":"","originalWidth":2880,"originalHeight":1320,"strategy":"resample","height":0,"width":0},"wordCount":2307,"imageCount":21,"readingTime":10.505660377358492,"subtitle":"Improving object detection mAP by 20%","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":133,"isBookmarked":false,"tags":[{"slug":"object-detection","name":"Object Detection","postCount":5001,"metadata":{"postCount":5001,"coverImage":{"id":"1*2Zm79L9ApLDCqsZVBpltyQ.png","originalWidth":1138,"originalHeight":411,"isFeatured":true}},"type":"Tag"},{"slug":"computer-vision","name":"Computer Vision","postCount":24633,"metadata":{"postCount":24633,"coverImage":{"id":"1*12z1KvuwHd8P8kwDLpOjDg.jpeg","originalWidth":946,"originalHeight":524}},"type":"Tag"},{"slug":"yolov5","name":"Yolov5","postCount":385,"metadata":{"postCount":385,"coverImage":{"id":"1*ymrwsI2CTerYFyuMLN0kgQ.png","originalWidth":1904,"originalHeight":1072,"isFeatured":true}},"type":"Tag"},{"slug":"yolo","name":"Yolo","postCount":2088,"metadata":{"postCount":2088,"coverImage":{"id":"1*2Zm79L9ApLDCqsZVBpltyQ.png","originalWidth":1138,"originalHeight":411,"isFeatured":true}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":4,"links":{"entries":[{"url":"https://albumentations-demo.herokuapp.com/","alts":[],"httpStatus":200},{"url":"https://pytorch.org/docs/master/generated/torch.nn.BCEWithLogitsLoss.html","alts":[],"httpStatus":200},{"url":"http://cocodataset.org/#detection-eval","alts":[],"httpStatus":200},{"url":"https://cocodataset.org/#home","alts":[],"httpStatus":200},{"url":"https://research.fynd.com/","alts":[],"httpStatus":200},{"url":"https://medium.com/pytorch/using-optuna-to-optimize-pytorch-hyperparameters-990607385e36","alts":[{"type":3,"url":"medium://p/990607385e36"},{"type":2,"url":"medium://p/990607385e36"}],"httpStatus":200},{"url":"https://wider-challenge.org/2019.html","alts":[],"httpStatus":200},{"url":"https://storage.googleapis.com/openimages/web/object_detection_metric.html","alts":[],"httpStatus":200},{"url":"https://neptune.ai/blog/object-detection-with-yolo-hands-on-tutorial","alts":[{"type":1,"url":"https://cdn.ampproject.org/c/s/neptune.ai/blog/object-detection-with-yolo-hands-on-tutorial/amp"}],"httpStatus":200},{"url":"https://albumentations.ai/","alts":[],"httpStatus":200},{"url":"https://albumentations.ai/","alts":[],"httpStatus":200},{"url":"https://arxiv.org/abs/1803.01534","alts":[],"httpStatus":200},{"url":"https://arxiv.org/abs/1911.11929","alts":[],"httpStatus":200},{"url":"https://arxiv.org/abs/1905.02244","alts":[],"httpStatus":200},{"url":"https://blog.zenggyu.com/en/post/2018-12-16/an-introduction-to-evaluation-metrics-for-object-detection/","alts":[],"httpStatus":200},{"url":"https://unsplash.com/s/photos/mall?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText","alts":[],"httpStatus":200},{"url":"https://github.com/ultralytics/yolov5","alts":[],"httpStatus":200},{"url":"https://github.com/dbolya/tide","alts":[],"httpStatus":200},{"url":"https://github.com/openvinotoolkit/cvat","alts":[],"httpStatus":200},{"url":"https://unsplash.com/@weidemann?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText","alts":[],"httpStatus":200},{"url":"http://www.vision.caltech.edu/Image_Datasets/CaltechPedestrians/","alts":[],"httpStatus":200},{"url":"https://arxiv.org/pdf/1905.02244.pdf","alts":[],"httpStatus":200},{"url":"https://www.machinecurve.com/index.php/2019/05/30/why-swish-could-perform-better-than-relu/","alts":[],"httpStatus":200},{"url":"http://host.robots.ox.ac.uk/pascal/VOC/voc2012/htmldoc/devkit_doc.html","alts":[],"httpStatus":200},{"url":"http://groups.inf.ed.ac.uk/vision/CAVIAR/CAVIARDATA1/","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1638958268463},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":602,"sectionCount":4,"readingList":0,"topics":[{"topicId":"1eca0103fff3","slug":"machine-learning","createdAt":1534449726145,"deletedAt":0,"image":{"id":"1*gFJS3amhZEg_z39D5EErVg@2x.png","originalWidth":2800,"originalHeight":1750},"name":"Machine Learning","description":"Teaching the learners.","relatedTopics":[],"visibility":1,"relatedTags":[],"relatedTopicIds":[],"seoTitle":"Machine Learning News and Articles — Medium","type":"Topic"}]},"coverless":true,"slug":"how-to-boost-object-detection-accuracy-by-understanding-data","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"boost-object-detection-model-accuracy-552586d698c","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*BTqo8SHYQkKuq1Qaic6G7Q.jpeg","originalWidth":2880,"originalHeight":1320,"isFeatured":true}},{"name":"cf7f","type":13,"text":"Research at Fynd","markups":[],"alignment":1},{"name":"9f14","type":3,"text":"How to boost object detection accuracy by understanding data","markups":[],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Improving object detection mAP by 20%"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":3,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"primaryTopicId":"1eca0103fff3","isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"cf7f","type":13,"text":"Research at Fynd","markups":[]},{"name":"9f14","type":3,"text":"How to boost object detection accuracy by understanding data","markups":[]},{"name":"8b8e","type":13,"text":"Improving object detection mAP by 20%","markups":[]},{"name":"e649","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*BTqo8SHYQkKuq1Qaic6G7Q.jpeg","originalWidth":2880,"originalHeight":1320,"isFeatured":true}},{"name":"1abc","type":3,"text":"Introduction","markups":[]},{"name":"5b8f","type":1,"text":"Object detection powers many vision tasks like instance segmentation, pose estimation, tracking and action recognition. These computer visions tasks have many applications in surveillance, autonomous driving and visual question answering domain. With this wide range of real-world application, Object Detection naturally becomes an active research area. \nOur research team at…","markups":[]}],"sections":[{"name":"e203","startIndex":0}]},"isFullContent":false,"subtitle":"Improving object detection mAP by 20%"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"},"573ba46c275":{"id":"573ba46c275","versionId":"6e1d68c54e7e","creatorId":"6f235ff9bfc0","homeCollectionId":"91d0019cb1ab","title":"How we broke into the top 1% of the AWS DeepRacer Virtual Circuit","detectedLanguage":"en","latestVersion":"6e1d68c54e7e","latestPublishedVersion":"6e1d68c54e7e","hasUnpublishedEdits":false,"latestRev":8459,"createdAt":1598622460599,"updatedAt":1639603077946,"acceptedAt":0,"firstPublishedAt":1599594130460,"latestPublishedAt":1601017935529,"vote":false,"experimentalCss":"","displayAuthor":"","content":{"subtitle":"Part 2/2 —Ingredients of a high performance model","postDisplay":{"coverless":true}},"virtuals":{"statusForCollection":"APPROVED","allowNotes":true,"previewImage":{"imageId":"1*9ZVQ69-S3gFp3r7H9AD4Vw.png","filter":"","backgroundSize":"","originalWidth":3126,"originalHeight":1355,"strategy":"resample","height":0,"width":0},"wordCount":6545,"imageCount":4,"readingTime":25.39811320754717,"subtitle":"Part 2/2 —Ingredients of a high performance model","publishedInCount":1,"usersBySocialRecommends":[],"noIndex":false,"recommends":47,"isBookmarked":false,"tags":[{"slug":"aws","name":"AWS","postCount":117661,"metadata":{"postCount":117661,"coverImage":{"id":"1*VVqhjb2UtWxay69ma_D6Ng.jpeg","originalWidth":1024,"originalHeight":1024}},"type":"Tag"},{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},{"slug":"artificial-intelligence","name":"Artificial Intelligence","postCount":460741,"metadata":{"postCount":460741,"coverImage":{"id":"1*gAn_BSffVBcwCIR6bDgK1g.jpeg"}},"type":"Tag"},{"slug":"reinforcement-learning","name":"Reinforcement Learning","postCount":7658,"metadata":{"postCount":7658,"coverImage":{"id":"1*WY6Q8r-32vnZ_lgV3WrnMA.jpeg","originalWidth":1792,"originalHeight":1024,"isFeatured":true}},"type":"Tag"},{"slug":"self-driving-cars","name":"Self Driving Cars","postCount":20562,"metadata":{"postCount":20562,"coverImage":{"id":"1*tui98o8Oqyt74hjjF4A_tA.jpeg"}},"type":"Tag"}],"socialRecommendsCount":0,"responsesCreatedCount":3,"links":{"entries":[{"url":"http://www.incompleteideas.net/IncIdeas/BitterLesson.html","alts":[],"httpStatus":200},{"url":"https://docs.aws.amazon.com/deepracer/latest/developerguide/deepracer-reward-function-input.html","alts":[],"httpStatus":200},{"url":"https://www.yuzeh.com/data/agz-cost.html","alts":[],"httpStatus":200},{"url":"https://aws-ml-community.slack.com/join/shared_invite/zt-g38gcuo1-0~3afqYi8XYJOnSFk1vDBw#/","alts":[],"httpStatus":200},{"url":"https://arxiv.org/abs/1707.06347","alts":[],"httpStatus":200},{"url":"https://github.com/aws-deepracer-community/deepracer-simapp/tree/master/bundle/deepracer_simulation_environment/share/deepracer_simulation_environment/routes","alts":[],"httpStatus":200},{"url":"https://deepmind.com/blog/article/alphago-zero-starting-scratch","alts":[],"httpStatus":200},{"url":"https://github.com/cdthompson/deepracer-k1999-race-lines","alts":[],"httpStatus":200},{"url":"https://medium.com/@aravindbhimarasetty/rant-against-over-prescriptive-reward-functions-a6bb14b4dab","alts":[{"type":3,"url":"medium://p/a6bb14b4dab"},{"type":2,"url":"medium://p/a6bb14b4dab"}],"httpStatus":200},{"url":"https://lilianweng.github.io/lil-log/2018/04/08/policy-gradient-algorithms.html","alts":[],"httpStatus":200},{"url":"https://deepracing.io/","alts":[],"httpStatus":200},{"url":"https://github.com/aws-deepracer-community/deepracer-analysis","alts":[],"httpStatus":200},{"url":"https://www.youtube.com/watch?v=xManAGjbx2k","alts":[],"httpStatus":429},{"url":"https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-c39a241979f5","alts":[{"type":3,"url":"medium://p/c39a241979f5"},{"type":2,"url":"medium://p/c39a241979f5"}],"httpStatus":200},{"url":"https://towardsdatascience.com/an-advanced-guide-to-aws-deepracer-2b462c37eea","alts":[{"type":3,"url":"medium://p/2b462c37eea"},{"type":2,"url":"medium://p/2b462c37eea"}],"httpStatus":200},{"url":"https://www.remi-coulom.fr/Publications/Thesis.pdf","alts":[],"httpStatus":200}],"version":"0.3","generatedAt":1601017936670},"isLockedPreviewOnly":false,"metaDescription":"","totalClapCount":236,"sectionCount":1,"readingList":0,"topics":[]},"coverless":true,"slug":"how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit","translationSourcePostId":"","translationSourceCreatorId":"","isApprovedTranslation":false,"inResponseToPostId":"","inResponseToRemovedAt":0,"isTitleSynthesized":false,"allowResponses":true,"importedUrl":"","importedPublishedAt":0,"visibility":0,"uniqueSlug":"how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-573ba46c275","previewContent":{"bodyModel":{"paragraphs":[{"name":"previewImage","type":4,"text":"","layout":10,"metadata":{"id":"1*9ZVQ69-S3gFp3r7H9AD4Vw.png","originalWidth":3126,"originalHeight":1355,"isFeatured":true}},{"name":"f6f9","type":13,"text":"CONTINUOUS LEARNING SERIES","markups":[],"alignment":1},{"name":"0278","type":3,"text":"How we broke into the top 1% of the AWS DeepRacer Virtual Circuit","markups":[],"alignment":1}],"sections":[{"startIndex":0}]},"isFullContent":false,"subtitle":"Part 2/2 —Ingredients of a high performance model"},"license":0,"inResponseToMediaResourceId":"","canonicalUrl":"","approvedHomeCollectionId":"91d0019cb1ab","isNewsletter":false,"newsletterId":"","webCanonicalUrl":"","mediumUrl":"","migrationId":"","notifyFollowers":true,"notifyTwitter":false,"notifyFacebook":false,"responseHiddenOnParentPostAt":0,"isSeries":false,"isSubscriptionLocked":false,"seriesLastAppendedAt":0,"audioVersionDurationSec":0,"sequenceId":"","isEligibleForRevenue":false,"isBlockedFromHightower":false,"deletedAt":0,"lockedPostSource":0,"hightowerMinimumGuaranteeStartsAt":0,"hightowerMinimumGuaranteeEndsAt":0,"featureLockRequestAcceptedAt":0,"mongerRequestType":1,"layerCake":0,"socialTitle":"","socialDek":"","editorialPreviewTitle":"","editorialPreviewDek":"","curationEligibleAt":0,"isProxyPost":false,"proxyPostFaviconUrl":"","proxyPostProviderName":"","proxyPostType":0,"isSuspended":false,"isLimitedState":false,"seoTitle":"","previewContent2":{"bodyModel":{"paragraphs":[{"name":"f6f9","type":13,"text":"CONTINUOUS LEARNING SERIES","markups":[]},{"name":"0278","type":3,"text":"How we broke into the top 1% of the AWS DeepRacer Virtual Circuit","markups":[]},{"name":"ab1d","type":13,"text":"Part 2/2 —Ingredients of a high performance model","markups":[]},{"name":"ae99","type":4,"text":"","markups":[],"layout":5,"metadata":{"id":"1*9ZVQ69-S3gFp3r7H9AD4Vw.png","originalWidth":3126,"originalHeight":1355,"isFeatured":true}},{"name":"592d","type":1,"text":"In the previous blog, we first described our motivation to participate in the AWS DeepRacer Virtual Circuit contest. We then outlined the three major ways by which one can train reinforcement learning (RL) models for the same. Finally, we presented a step-by-step guide on how one can use the DeepRacer…","markups":[{"type":3,"start":7,"end":20,"href":"https://blog.gofynd.com/how-we-broke-into-the-top-1-of-the-aws-deepracer-virtual-circuit-c39a241979f5","title":"","rel":"","anchorType":0}]}],"sections":[{"name":"926e","startIndex":0}]},"isFullContent":false,"subtitle":"Part 2/2 —Ingredients of a high performance model"},"cardType":0,"isDistributionAlertDismissed":false,"isShortform":false,"shortformType":0,"responsesLocked":false,"isLockedResponse":false,"isPublishToEmail":false,"responseDistribution":0,"isMarkedPaywallOnly":false,"type":"Post"}}},"paging":{"path":"https://medium.com/fynd-team/load-more?sortBy=tagged&tagSlug=machine-learning","next":{"limit":10,"to":"1600937893933"}},"collection":{"id":"91d0019cb1ab","name":"Building Fynd","slug":"fynd-team","tags":["PRODUCT","ENGINEERING","AI","CULTURE","DESIGN"],"creatorId":"72c4d2ac98a3","description":"Latest from our product and engineering teams","shortDescription":"Latest from our product and engineering teams","image":{"imageId":"1*Q7qNEfm08Fj5NVUQFFIbjQ.png","filter":"","backgroundSize":"","originalWidth":1451,"originalHeight":1693,"strategy":"resample","height":0,"width":0},"metadata":{"followerCount":1229,"activeAt":1709867088112},"virtuals":{"permissions":{"canPublish":false,"canPublishAll":false,"canRepublish":false,"canRemove":false,"canManageAll":false,"canSubmit":false,"canEditPosts":false,"canAddWriters":false,"canViewStats":false,"canSendNewsletter":false,"canViewLockedPosts":false,"canViewCloaked":false,"canEditOwnPosts":false,"canBeAssignedAuthor":false,"canEnrollInHightower":false,"canLockPostsForMediumMembers":false,"canLockOwnPostsForMediumMembers":false,"canViewNewsletterV2Stats":false,"canCreateNewsletterV3":false},"isSubscribed":false,"isEnrolledInHightower":false,"isEligibleForHightower":false,"isSubscribedToCollectionEmails":false,"isMuted":false,"canToggleEmail":false,"isWriter":false},"logo":{"imageId":"1*qOeeVf-aNCFCtn2_qeSUFw.png","filter":"","backgroundSize":"","originalWidth":2501,"originalHeight":1251,"strategy":"resample","height":0,"width":0},"twitterUsername":"lifeatfynd","facebookPageName":"lifeatfynd","publicEmail":"brands@fynd.com","collectionMastheadId":"e61323ebd3b3","domain":"blog.gofynd.com","sections":[{"type":2,"collectionHeaderMetadata":{"title":"Building Fynd","description":"Latest from our product and engineering teams","backgroundImage":{},"logoImage":{"id":"1*gtmgCAN0n1Ez1U9AdSsbOw.png","originalWidth":317,"originalHeight":302,"alt":"Building Fynd"},"alignment":2,"layout":5}},{"type":1,"postListMetadata":{"source":3,"layout":4,"number":1,"postIds":["763845a3b86c"]}},{"type":1,"postListMetadata":{"source":1,"layout":4,"number":16,"postIds":[],"sectionHeader":"Latest"}}],"tintColor":"#FF1D1E8D","lightText":true,"favicon":{"imageId":"1*Q7qNEfm08Fj5NVUQFFIbjQ.png","filter":"","backgroundSize":"","originalWidth":1451,"originalHeight":1693,"strategy":"resample","height":0,"width":0},"colorPalette":{"defaultBackgroundSpectrum":{"colorPoints":[{"color":"#FF6980E5","point":0},{"color":"#FF6277D2","point":0.1},{"color":"#FF5C6EBF","point":0.2},{"color":"#FF5565AB","point":0.3},{"color":"#FF4D5C99","point":0.4},{"color":"#FF465286","point":0.5},{"color":"#FF3D4873","point":0.6},{"color":"#FF353E61","point":0.7},{"color":"#FF2B334E","point":0.8},{"color":"#FF21273B","point":0.9},{"color":"#FF161A28","point":1}],"backgroundColor":"#FFFFFFFF"},"tintBackgroundSpectrum":{"colorPoints":[{"color":"#FF1D1E8D","point":0},{"color":"#FF33429C","point":0.1},{"color":"#FF4C5DAD","point":0.2},{"color":"#FF6475BC","point":0.3},{"color":"#FF7B8BCB","point":0.4},{"color":"#FF91A0D8","point":0.5},{"color":"#FFA7B4E5","point":0.6},{"color":"#FFBDC8F1","point":0.7},{"color":"#FFD2DAFD","point":0.8},{"color":"#FFE6EDFF","point":0.9},{"color":"#FFFBFFFF","point":1}],"backgroundColor":"#FF1D1E8D"},"highlightSpectrum":{"colorPoints":[{"color":"#FFEDF2FF","point":0},{"color":"#FFE9F0FF","point":0.1},{"color":"#FFE6EEFF","point":0.2},{"color":"#FFE2ECFF","point":0.3},{"color":"#FFDFEAFF","point":0.4},{"color":"#FFDBE8FF","point":0.5},{"color":"#FFD7E6FF","point":0.6},{"color":"#FFD4E4FF","point":0.7},{"color":"#FFD0E2FF","point":0.8},{"color":"#FFCCE0FF","point":0.9},{"color":"#FFC9DEFF","point":1}],"backgroundColor":"#FFFFFFFF"},"darkBackgroundSpectrum":{"colorPoints":[{"color":"#FF8098FF","point":0},{"color":"#FF8BA2FF","point":0.1},{"color":"#FF96ABFF","point":0.2},{"color":"#FFA1B4FF","point":0.3},{"color":"#FFACBDFF","point":0.4},{"color":"#FFB6C6FF","point":0.5},{"color":"#FFC1CEFF","point":0.6},{"color":"#FFCBD6FF","point":0.7},{"color":"#FFD6DEFF","point":0.8},{"color":"#FFE0E6FF","point":0.9},{"color":"#FFEAEEFF","point":1}],"backgroundColor":"#FF000000"}},"navItems":[{"type":1,"title":"Engineering","tagSlug":"engineering","url":"https://blog.gofynd.com/tagged/engineering","source":"tagSlug"},{"type":1,"title":"Machine Learning","tagSlug":"machine-learning","url":"https://blog.gofynd.com/tagged/machine-learning","source":"tagSlug"},{"type":1,"title":"Design","tagSlug":"design","url":"https://blog.gofynd.com/tagged/design","source":"tagSlug"},{"type":1,"title":"Growth","tagSlug":"growth","url":"https://blog.gofynd.com/tagged/growth","source":"tagSlug"},{"type":1,"title":"Culture","tagSlug":"culture","url":"https://blog.gofynd.com/tagged/culture","source":"tagSlug"},{"type":3,"title":"Fynd","url":"https://www.fynd.com"}],"colorBehavior":2,"collectionFeatures":[30],"ampLogo":{"imageId":"","filter":"","backgroundSize":"","originalWidth":0,"originalHeight":0,"strategy":"resample","height":0,"width":0},"header":{"title":"Building Fynd","description":"Latest from our product and engineering teams","backgroundImage":{},"logoImage":{"id":"1*gtmgCAN0n1Ez1U9AdSsbOw.png","originalWidth":317,"originalHeight":302,"alt":"Building Fynd"},"alignment":2,"layout":5},"subscriberCount":1229,"tagline":"Latest from our product and engineering teams","instagramUsername":"lifeatfynd","isOptedIntoAurora":false,"isCurationAllowedByDefault":false,"polarisCoverImage":{"imageId":"","filter":"","backgroundSize":"","originalWidth":0,"originalHeight":0,"strategy":"resample","height":0,"width":0},"ptsQualifiedAt":1616092891663,"type":"Collection"},"tag":{"slug":"machine-learning","name":"Machine Learning","postCount":355190,"metadata":{"postCount":355190,"coverImage":{"id":"1*8yJrgGPFwHBY8lpIFg7ERQ.png","originalWidth":940,"originalHeight":788,"isFeatured":true}},"type":"Tag"},"streamItems":[{"createdAt":1732996223949,"postPreview":{"postId":"388471a24281"},"randomId":"ecd031e1b31c","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"bb3fb4c41bd8"},"randomId":"a53556b58ca4","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"86f727789635"},"randomId":"79b1a2680fe7","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"76f6dcd86dde"},"randomId":"016582f00781","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"a8762edb312e"},"randomId":"127807994aa9","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"525de4f6ba7d"},"randomId":"fea340656715","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"a03bf2d06d6"},"randomId":"73db0d8df5c2","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"2edb08166be4"},"randomId":"81b7766b8632","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"552586d698c"},"randomId":"825c1755813a","itemType":"postPreview","type":"StreamItem"},{"createdAt":1732996223949,"postPreview":{"postId":"573ba46c275"},"randomId":"bd1ad0e3a591","itemType":"postPreview","type":"StreamItem"}],"showCdcBanner":false}) // ]]></script></body></html>

Pages: 1 2 3 4 5 6 7 8 9 10