detection equity Archives

<!DOCTYPE html> <html lang="en-US"> <head> <meta charset="UTF-8"> <meta name="viewport" content="width=device-width, initial-scale=1"> <title>detection equity Archives - WITNESS Blog</title> <link rel="profile" href="http://gmpg.org/xfn/11"> <link rel="pingback" href="https://blog.witness.org/xmlrpc.php"> <meta name='robots' content='index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1' /> <style>img:is([sizes="auto" i], [sizes^="auto," i]) { contain-intrinsic-size: 3000px 1500px }</style>  <link rel="canonical" href="https://blog.witness.org/tag/detection-equity/" /> <meta property="og:locale" content="en_US" /> <meta property="og:type" content="article" /> <meta property="og:title" content="detection equity Archives - WITNESS Blog" /> <meta property="og:url" content="https://blog.witness.org/tag/detection-equity/" /> <meta property="og:site_name" content="WITNESS Blog" /> <script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"CollectionPage","@id":"https://blog.witness.org/tag/detection-equity/","url":"https://blog.witness.org/tag/detection-equity/","name":"detection equity Archives - WITNESS Blog","isPartOf":{"@id":"https://blog.witness.org/#website"},"primaryImageOfPage":{"@id":"https://blog.witness.org/tag/detection-equity/#primaryimage"},"image":{"@id":"https://blog.witness.org/tag/detection-equity/#primaryimage"},"thumbnailUrl":"https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=1758%2C902&ssl=1","inLanguage":"en-US"},{"@type":"ImageObject","inLanguage":"en-US","@id":"https://blog.witness.org/tag/detection-equity/#primaryimage","url":"https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=1758%2C902&ssl=1","contentUrl":"https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=1758%2C902&ssl=1","width":1758,"height":902},{"@type":"WebSite","@id":"https://blog.witness.org/#website","url":"https://blog.witness.org/","name":"WITNESS Blog","description":"See It. Film It. Change It","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://blog.witness.org/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}</script>  <link rel='dns-prefetch' href='//stats.wp.com' /> <link rel='dns-prefetch' href='//fonts.googleapis.com' /> <link rel='dns-prefetch' href='//v0.wordpress.com' /> <link rel='dns-prefetch' href='//i0.wp.com' /> <link rel="alternate" type="application/rss+xml" title="WITNESS Blog » Feed" href="https://blog.witness.org/feed/" /> <link rel="alternate" type="application/rss+xml" title="WITNESS Blog » Comments Feed" href="https://blog.witness.org/comments/feed/" /> <link rel="alternate" type="application/rss+xml" title="WITNESS Blog » detection equity Tag Feed" href="https://blog.witness.org/tag/detection-equity/feed/" /> <script type="text/javascript"> /* <![CDATA[ */ window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/blog.witness.org\/wp-includes\/js\/wp-emoji-release.min.js?ver=6.7.1"}}; /*! This file is auto-generated */ !function(i,n){var o,s,e;function c(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(o,JSON.stringify(t))}catch(e){}}function p(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data),r=(e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0),new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data));return t.every(function(e,t){return e===r[t]})}function u(e,t,n){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\uddfa\ud83c\uddf3","\ud83c\uddfa\u200b\ud83c\uddf3")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!n(e,"\ud83d\udc26\u200d\u2b1b","\ud83d\udc26\u200b\u2b1b")}return!1}function f(e,t,n){var r="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):i.createElement("canvas"),a=r.getContext("2d",{willReadFrequently:!0}),o=(a.textBaseline="top",a.font="600 32px Arial",{});return e.forEach(function(e){o[e]=t(a,e,n)}),o}function t(e){var t=i.createElement("script");t.src=e,t.defer=!0,i.head.appendChild(t)}"undefined"!=typeof Promise&&(o="wpEmojiSettingsSupports",s=["flag","emoji"],n.supports={everything:!0,everythingExceptFlag:!0},e=new Promise(function(e){i.addEventListener("DOMContentLoaded",e,{once:!0})}),new Promise(function(t){var n=function(){try{var e=JSON.parse(sessionStorage.getItem(o));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(s),u.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"}),a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=function(e){c(n=e.data),a.terminate(),t(n)})}catch(e){}c(n=f(s,u,p))}t(n)}).then(function(e){for(var t in e)n.supports[t]=e[t],n.supports.everything=n.supports.everything&&n.supports[t],"flag"!==t&&(n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&n.supports[t]);n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&!n.supports.flag,n.DOMReady=!1,n.readyCallback=function(){n.DOMReady=!0}}).then(function(){return e}).then(function(){var e;n.supports.everything||(n.readyCallback(),(e=n.source||{}).concatemoji?t(e.concatemoji):e.wpemoji&&e.twemoji&&(t(e.twemoji),t(e.wpemoji)))}))}((window,document),window._wpemojiSettings); /* ]]> */ </script> <style id='wp-emoji-styles-inline-css' type='text/css'> img.wp-smiley, img.emoji { display: inline !important; border: none !important; box-shadow: none !important; height: 1em !important; width: 1em !important; margin: 0 0.07em !important; vertical-align: -0.1em !important; background: none !important; padding: 0 !important; } </style> <link rel='stylesheet' id='wp-block-library-css' href='https://blog.witness.org/wp-includes/css/dist/block-library/style.min.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='mediaelement-css' href='https://blog.witness.org/wp-includes/js/mediaelement/mediaelementplayer-legacy.min.css?ver=4.2.17' type='text/css' media='all' /> <link rel='stylesheet' id='wp-mediaelement-css' href='https://blog.witness.org/wp-includes/js/mediaelement/wp-mediaelement.min.css?ver=6.7.1' type='text/css' media='all' /> <style id='jetpack-sharing-buttons-style-inline-css' type='text/css'> .jetpack-sharing-buttons__services-list{display:flex;flex-direction:row;flex-wrap:wrap;gap:0;list-style-type:none;margin:5px;padding:0}.jetpack-sharing-buttons__services-list.has-small-icon-size{font-size:12px}.jetpack-sharing-buttons__services-list.has-normal-icon-size{font-size:16px}.jetpack-sharing-buttons__services-list.has-large-icon-size{font-size:24px}.jetpack-sharing-buttons__services-list.has-huge-icon-size{font-size:36px}@media print{.jetpack-sharing-buttons__services-list{display:none!important}}.editor-styles-wrapper .wp-block-jetpack-sharing-buttons{gap:0;padding-inline-start:0}ul.jetpack-sharing-buttons__services-list.has-background{padding:1.25em 2.375em} </style> <style id='classic-theme-styles-inline-css' type='text/css'> /*! This file is auto-generated */ .wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none} </style> <style id='global-styles-inline-css' type='text/css'> :root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;} :where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;} :where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;} :root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;} </style> <link rel='stylesheet' id='_amymag_-google-fonts-css' href='https://fonts.googleapis.com/css?family=Gentium+Book+Basic%3A400%2C400italic%2C700%2C700italic%7CDomine%3A400%2C700%7CPT+Serif%3A400%2C400italic%2C700%2C700italic%7C&ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='sharecontent-style-css' href='https://blog.witness.org/wp-content/themes/literatum/theme-features/post-sharecontent/css/tooltipster.min.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-reset-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-reset.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-typography-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-typography.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-elements-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-elements.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-forms-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-forms.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-aligments-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-aligments.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-links-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-links.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-clearings-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-clearings.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-header-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-header.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-menus-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-menus.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-cards-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-cards.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-articles-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-articles.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-comments-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-comments.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-pushmenu-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-pushmenu.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-author-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-author.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-style-loops-css' href='https://blog.witness.org/wp-content/themes/literatum/css/style-loops.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-flexboxgrid-css' href='https://blog.witness.org/wp-content/themes/literatum/css/flexboxgrid.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-icons-css' href='https://blog.witness.org/wp-content/themes/literatum/css/icons.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-animate-css' href='https://blog.witness.org/wp-content/themes/literatum/css/animate.css?ver=6.7.1' type='text/css' media='all' /> <link rel='stylesheet' id='literatum-nprogress-css' href='https://blog.witness.org/wp-content/themes/literatum/css/nprogress.css?ver=6.7.1' type='text/css' media='all' /> <script type="text/javascript" src="https://blog.witness.org/wp-includes/js/jquery/jquery.min.js?ver=3.7.1" id="jquery-core-js"></script> <script type="text/javascript" src="https://blog.witness.org/wp-includes/js/jquery/jquery-migrate.min.js?ver=3.4.1" id="jquery-migrate-js"></script> <link rel="https://api.w.org/" href="https://blog.witness.org/wp-json/" /><link rel="alternate" title="JSON" type="application/json" href="https://blog.witness.org/wp-json/wp/v2/tags/2421" /><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://blog.witness.org/xmlrpc.php?rsd" />  <script async src="https://www.googletagmanager.com/gtag/js?id=G-5ZJENCJMNC"></script> <script> window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag('js', new Date()); gtag('config', 'G-5ZJENCJMNC'); </script> <style>img#wpstats{display:none}</style>  <style id='arabic-webfonts' type='text/css'> </style> <style> .mp-menu { background-color:#27262b; width:300px; } .mp-menu, .mp-menu .widget input, .mp-menu h3, .mp-menu span, .mp-menu div, .mp-menu .widget, .mp-menu ul li { font-size:14px; color:#999999; } .mp-menu a { color:#eaeaea; } .mp-menu a:hover { color:#ffffff; } .mp-menu .widget .widget-title { font-size:17px; color:#999999; } article .entry-content a, .entry-footer a { color:#fe2b70; } article .entry-content a:hover, .entry-footer a:hover { color:#d02b70; } article .entry-content { color:#5f5858; } article .entry-content p, .article-default-width { max-width:680px; } .article-card.category-head .inner a.title { } .article-card.category-head .inner .description { } .loop_default-posts-list li .title { color:#3e3e3e; } .loop_default-posts-list li .excerpt { color:#807070; color:#67747c; } .loop_3columns-posts-list li .title { color:#3e3e3e; } .loop_3columns-posts-list li .excerpt { color:#807070; color:#67747c; } .article-card.squarebig > .inner .inner .title, #card-nextpost.article-card > .inner .inner .title { } .article-card.squarebig > .inner .inner .post-subtitle { font-size:22pt; } .article-card > .inner .inner .meta { font-size:13pt; } .article-card.square > .inner .inner .title { } div.logo .logo-legend { } ul.main-menu li a { font-size:18px; } </style> <style> .scroller.cbp-spmenu-push-toright { /*left: 300px;*/ -webkit-transform: translate3d(-300px,0,0); -moz-transform: translate3d(-300px,0,0); transform: translate3d(-300px,0,0); } </style> <meta name="twitter:card" content="summary_large_image"> <meta name="twitter:site" content="@witnessorg"> <meta name="twitter:creator" content="@witnessorg"> <meta name="twitter:title" content="Toward Equitable and Effective AI Detection Tools: A Call for Standards That Serve All Communities"> <meta name="twitter:description" content="Written by shirin anlen As generative AI technology evolves, so do the tools designed to detect it. Yet, in the race to develop high-performing detection systems, a critical element risks bein..."> <meta name="twitter:domain" content="https://blog.witness.org"> <meta name="twitter:image:src" content="https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=960%2C492&ssl=1"> <meta property="og:image" content="https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=960%2C492&ssl=1"/> <meta property="og:title" content="Toward Equitable and Effective AI Detection Tools: A Call for Standards That Serve All Communities"/> <meta property="og:description" content="Written by shirin anlen As generative AI technology evolves, so do the tools designed to detect it. Yet, in the race to develop high-performing detection systems, a critical element risks bein..." /> <meta property="og:url" content="https://blog.witness.org/2024/11/equitable-effective-ai-detection/"/> <meta property="og:site_name" content="WITNESS Blog"/> <meta property="og:type" content="article" /> <meta property="article:author" content="https://facebook.com/https://www.facebook.com/WITNESS" /> <meta property="article:publisher" content="https://www.facebook.com/WITNESS" /> <script> (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){(i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o),m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m)})(window,document,'script','//www.google-analytics.com/analytics.js','ga'); ga('create','UA-616064-2','auto'); ga('require','displayfeatures'); ga('send','pageview'); </script> <style > div.logo #site-logo { max-width:350px; margin-top: 40px; } article .entry-content { content: ""; display: table; clear: both; } .alignright { margin-left: 1em; } .alignleft { margin-right: 1em !important; } /* pullquote aligned right */ .pullquote { float:right; width:260px; border-top:1px solid #FF9900; border-bottom:1px solid #FF9900; padding:4px 5px; margin:0 2px 5px 10px !important; font: italic 1.1em/1.3em "Trebuchet MS", Arial, Helvetica, sans-serif; } .pullquote h3 { font-size:1.125em; font-variant:small-caps; } .pullquote p {padding:0 0 4px;} /* pullquote aligned left */ .pullquoteLeft { float:left; width:260px; border-top:1px solid #FF9900; border-bottom:1px solid #FF9900; padding:5px 4px; margin:0 10px 5px 2px !important; font: italic 1.1em/1.3em "Trebuchet MS", Arial, Helvetica, sans-serif; } .pullquoteLeft h3 { font-size:1.125em; font-variant:small-caps; } .pullquoteLeft p {padding:0 0 4px;} </style> <link rel="icon" type="image/png" href="https://blog.witness.org/wp-content/uploads/2019/12/WITNESS_2019_SM_ICON_500px.png"> <style type="text/css" id="wp-custom-css"> .head-column-1 { flex-basis: 40%; } .head-column-2 { flex-basis: 50%; } ul.main-menu li.menu-item-26240 a { color: #33b1e3; } article .entry-content a, .entry-footer a { color: #33b1e3; } </style> </head> <body class="archive tag tag-detection-equity tag-2421">   <div id="page" class="hfeed site">  <div class="container">  <div class="mp-pusher " id="mp-pusher">  <nav id="mp-menu" class="mp-menu"> <div class="mp-level"> <div class="quit-menu-button-container"> <span onclick="pushmenu_close()" class="quit-menu-button"><i></i> Close</span> </div> <div id="sidebar-content"> <div id="search-10" class="widget widget_search"><form role="search" method="get" class="search-form" action="https://blog.witness.org/"> <label> <span class="screen-reader-text">Search for:</span> <input type="search" class="search-field" placeholder="Search …" value="" name="s" /> </label> <input type="submit" class="search-submit" value="Search" /> </form></div><div id="text-4" class="widget widget_text"><h2 class="widget-title rounded">Connect With Us</h2> <div class="textwidget"><ul> <li><a href="https://www.facebook.com/WITNESS" target="_blank">WITNESS on Facebook</a></li> <li><a href="https://twitter.com/witnessorg" target="_blank">WITNESS on Twitter</a></li> <li><a href="https://www.youtube.com/user/Witness" target="_blank">WITNESS on YouTube</a></li> <li><a href="https://www.youtube.com/user/Witnesstoolkit" target="_blank">Training Videos on YouTube</a></li> <li><a href="https://www.flickr.com/photos/humanrights/" target="_blank">WITNESS on Flickr</a></li> </ul></div> </div><div id="search-4" class="widget widget_search"><form role="search" method="get" class="search-form" action="https://blog.witness.org/"> <label> <span class="screen-reader-text">Search for:</span> <input type="search" class="search-field" placeholder="Search …" value="" name="s" /> </label> <input type="submit" class="search-submit" value="Search" /> </form></div><div id="linkcat-2" class="widget widget_links"><h2 class="widget-title rounded">Blogroll</h2> <ul class='xoxo blogroll'> <li><a href="https://technology.witness.org/">Technology Advocacy</a></li> <li><a href="https://lab.witness.org/">WITNESS Media Lab</a></li> </ul> </div> <div id="text-8" class="widget widget_text"><h2 class="widget-title rounded">Our Work</h2> <div class="textwidget"><ul> <li><a href="http://witness.org/our-work/intensive-critical-surge-response/">Critical & Surge Response</a></li> <li><a href="http://witness.org/our-work/video-evidence/">Video as Evidence</a></li> <li><a href="http://lab.witness.org/">WITNESS Media Lab</a></li> <li><a href="http://training.witness.org/">Training & Workshops</a></li> <li><a href="http://witness.org/our-work/tech-advocacy/">Technology Advocacy</a></li> <li><a href="http://witness.org/our-work/video-archiving/">Video Archiving</a></li> </ul></div> </div><div id="text-9" class="widget widget_text"><h2 class="widget-title rounded">Online Resources</h2> <div class="textwidget"><ul> <li><a href="http://library.witness.org" target="_blank">WITNESS Library</a></li> <li><a href="http://archiveguide.witness.org" target="blank">Activists Guide to Archiving Video</a></li> <li><a href="https://github.com/witness" target="_blank">WITNESS on GitHub</a></li> <li><a href="http://toolkit.witness.org" target="_blank">Video Action Plan Toolkit</a></li> <li><a href="https://v4c.org" target="_blank">Video4Change Network</a></li> </ul></div> </div> </div> <footer id="colophon" class="site-footer" role="contentinfo"> <div class="site-info default-content-width"> <div class="int"> <div class="footer-firm"> <h3>聽</h3> <p><a href="http://witness.org/get-involved#contact" target="_blank" rel="noopener">Contact</a> 聽| 聽<a href="http://witness.org/about/press-kit" target="_blank" rel="noopener">Press Kit</a></p> <p><a href="http://witness.org" target="_blank" rel="noopener">WITNESS</a><br />80 Hanson Place, 5th Floor<br />Brooklyn, NY 11217<br />Voice: 718.783.2000<br />Fax: 718.783.1593</p> <p><a href="http://witness.org/privacy-policy/" target="_blank" rel="noopener">Privacy Policy</a></p> </div> <div style="clear:both"></div> </div> </div> </footer> </div> </nav> <div class="scroller "> <div class="scroller-inner ">  <div id="top-controls"> <span class="top-button" onclick="scrollto('#page', 750, -30)"> <i></i> </span> <span class="top-button" onclick="pushmenu()"> <i></i> </div> </div> <div class="push-cover"></div> <header id="masthead" class="site-header " role="banner"> <div class="row start-hand default-content-width"> <div class="column-7-hand head-column-1"> <div class="logo"> <a id="site-logo" href="https://blog.witness.org" class="box"> <img alt="WITNESS Blog" style="width:100%;height:auto;" src="https://i0.wp.com/blog.witness.org/wp-content/uploads/2019/12/WITNESS_2019_LOGO_TWO_1000px.png?fit=300%2C104&ssl=1"> </a> </div> </div> <div class="column-auto-hand primary-menu-container head-column-2" style="text-align:right"> <div class="menu-top-nav-container"><ul id="menu-top-nav" class="main-menu"><li id="menu-item-26240" class="menu-item menu-item-type-custom menu-item-object-custom menu-item-26240"><a href="https://www.classy.org/give/56889/#!/donation/checkout">Donate</a></li> <li id="menu-item-23794" class="ajaxlink menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23794"><a href="https://blog.witness.org/category/video-for-change/tools/">Tools</a></li> <li id="menu-item-23795" class="ajaxlink menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23795"><a href="https://blog.witness.org/category/video-for-change/tactics/">Tactics</a></li> <li id="menu-item-23796" class="ajaxlink menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23796"><a href="https://blog.witness.org/category/video-for-change/how-to-toolkits/">How-To</a></li> <li id="menu-item-23797" class="ajaxlink menu-item menu-item-type-taxonomy menu-item-object-category menu-item-23797"><a href="https://blog.witness.org/category/ideas/">Ideas</a></li> </ul></div> </div> <div class="column-auto-hand menu-pusher-container head-column-3" style="min-width:80px;text-align:right;"> <div onclick="pushmenu()" class="box menu-pusher"><span class="hide-on-mobileX">Menu</span> <i></i></div> </div> </div> </header> <div id="content" class="site-content"> <div id="card-30893" class="article-card category-head pagehead under-header"> <div class="inner"> <div class="image-background thumb" style="z-index:0;background-image:url('https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=200%2C103&ssl=1');"> </div> <div class="image-background hidden" style="z-index:0;background-image:url('https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=1758%2C902&ssl=1');"> </div> <div class="image-cover"> <div class="inner"> <br><br><br> <a onclick="scrollto('.entry-content', 750, -30)" class="title ajaxlink">detection equity</a> </div> </div> </div> <script> var img = jQuery("<img />").attr('src', 'https://i0.wp.com/blog.witness.org/wp-content/uploads/2024/11/coverimgae2.png?fit=1758%2C902&ssl=1') .load(function() { if (!this.complete || typeof this.naturalWidth == "undefined" || this.naturalWidth == 0) { } else { jQuery('#card-30893 .image-background').animate({opacity: 1}, 540, function() {jQuery('.image-background.thumb').fadeOut()} ); } }); jQuery(function() { // ios viewport height (vh) fix $card = jQuery('#card-30893.article-card'); var is_iphone = /(iPhone|iPod)/g.test( navigator.userAgent ); var is_ipad = /(iPad)/g.test( navigator.userAgent ); if(is_iphone || is_ipad) { $card.css("height", 500); $card.find('.image-background').css("height", 500); $card.find('.image-background').css("background-attachment", 'scroll'); }; }) </script> </div> <section id="primary" class="content-area entry-content"> <div class="article-default-width"> <ul class="loop_default-posts-list "> <li class="loop_default-post-item"> <a class="title ajaxlink" href="https://blog.witness.org/2024/11/equitable-effective-ai-detection/"> Toward Equitable and Effective AI Detection Tools: A Call for Standards That Serve All Communities </a> <span class="excerpt"> Written by shirin anlen As generative AI technology evolves, so do the tools designed to detect it. Yet, in the race to develop high-performing detection systems, a critical element risks being overlooked. Effectiveness is often measured through technical benchmarks: accuracy, speed, scalability, and versatility. While these metrics are important, they fail to capture the full […] </span> <span class="meta"> <a href="https://blog.witness.org/author/admin/" class="author ajaxlink"> WITNESS </a> <a href="https://blog.witness.org/2024/11/equitable-effective-ai-detection/" class="date ajaxlink"> November 19, 2024 </a> </span> </li> </ul> <div class="navigation"><p></p></div> </div> </section> </div> </div> </div> </div> </div> <script> function pushmenu() { jQuery('#mp-menu, .scroller').addClass('cbp-spmenu-push-toright'); jQuery( ".push-cover" ).bind( "click", function() { pushmenu_close(); }); } function pushmenu_close() { jQuery('#mp-menu, .scroller').removeClass('cbp-spmenu-push-toright'); } function scrollto(div, time, offset) { if (!time) time = 600; if (!offset) offset = 0; jQuery('html, body').animate({scrollTop: jQuery(div).offset().top + offset}, time); } // back to top and menu buttons --------------------------------------------------------------------------- var previousScroll = 0, headerOrgOffset = jQuery('#top-controls').height(); jQuery(window).scroll(function () { toolbar = jQuery('#top-controls'); var currentScroll = jQuery(this).scrollTop(); if (currentScroll > headerOrgOffset + 500) { if (currentScroll >= previousScroll ) { toolbar.removeClass('animated fadeInDown').addClass('animated fadeOutUp') } else { toolbar.removeClass('animated fadeOutUp').addClass('affix animated veryfast fadeInDown') } } else { toolbar.removeClass('animated affix fadeInDown fadeOutUp') } previousScroll = currentScroll; }); // -------------------------------------------------------------------------------------------------------- </script> </div> <script> jQuery(document).on('click', '.ajaxlink > a, a.ajaxlink', function(e) { //jQuery('a.ajaxlink').on('click', function(e) { //jQuery("#loading").show(); href = jQuery(this).attr("href"); if (href == document.URL) return false; loadContent(href); // HISTORY.PUSHSTATE history.pushState('', 'New URL: '+href, href); e.preventDefault(); }); // THIS EVENT MAKES SURE THAT THE BACK/FORWARD BUTTONS WORK AS WELL window.onpopstate = function(event) { if(event.state !== null) { //jQuery("#loading").show(); console.log("pathname: "+location.href); loadContent(location.href); } } function loadContent(url){ // USES JQUERY TO LOAD THE CONTENT div = ''; link = jQuery('a.ajaxlink[href="'+url+'"]'); if (link.attr('data-contentdiv')) div = link.attr('data-contentdiv'); if(!div) div = '#content'; if(!div) { window.location.assign(url); } //url = url + simbolito + 'ajax=1'; jQuery(link).parents('ul').find('li').removeClass('active'); jQuery(link).parents('li').addClass('active'); animate_in = link.attr('data-anim-in') animate_out = link.attr('data-anim-out'); if (!animate_in) animate_in = 'fadeIn'; if (!animate_out) animate_out = 'fadeOut'; simbolito = '&'; if (url.indexOf("?") === -1 ) simbolito = '?'; if (typeof NProgress != "undefined") NProgress.start(); if (typeof NProgress != "undefined") NProgress.set(0.6) jQuery(div).addClass('veryfast animated'); jQuery(div).addClass(animate_out).delay(250).queue(function(){ scrollto('body', 50, 0); if (typeof NProgress != "undefined") NProgress.inc(); }); //jQuery(div).css({'opacity':'0.4'}); jQuery(div).load(url + simbolito + 'ajax=1', function () { jQuery(div).dequeue(); jQuery(window).scroll(); //load fix jQuery(div).removeClass(animate_out).addClass(animate_in).delay(250) .queue(function(){ jQuery(this).removeClass(animate_in); if (typeof NProgress != "undefined") NProgress.done(); jQuery(this).dequeue(); pushmenu_close(); if (link.attr('data-scrollto')) { speed = 500; if(link.attr('data-scrollto-speed')) speed = link.attr('data-scrollto-speed'); offset = -60; if (link.attr('data-scrollto-offset')) offset = link.attr('data-scrollto-offset'); scrollto(link.attr('data-scrollto'), speed, parseFloat(offset)); } (function($) { $.fn.parallax = function(options) { var windowHeight = $(window).height(); // Establish default settings var settings = $.extend({ speed : 0.15 }, options); // Iterate over each object in collection return this.each( function() { // Save a reference to the element var $this = $(this); // Set up Scroll Handler $(document).scroll(function(){ var scrollTop = $(window).scrollTop(); var offset = $this.offset().top; var height = $this.outerHeight(); // Check if above or below viewport if (offset + height <= scrollTop || offset >= scrollTop + windowHeight) { return; } var yBgPosition = Math.round((offset - scrollTop) * settings.speed); // Apply the Y Background Position to Set the Parallax Effect $this.css('background-position', 'center ' + yBgPosition + 'px'); }); }); } }(jQuery)); jQuery('.image-background.image-final.image-in-single-page').parallax({ speed : 0.50 }); jQuery("article p, article blockquote").contentshare({ shareLinks : ["http://www.facebook.com/sharer/sharer.php?s=100&u="+document.URL+"&title="+document.title+"&summary=" , "http://twitter.com/intent/tweet?url="+document.URL+"&text="], }); jQuery.fn.contentshare.defaults.shareable.on('mouseup',function(){ jQuery.fn.contentshare.showTooltip(); }); }); }) } </script> <script> (function($) { $.fn.parallax = function(options) { var windowHeight = $(window).height(); // Establish default settings var settings = $.extend({ speed : 0.15 }, options); // Iterate over each object in collection return this.each( function() { // Save a reference to the element var $this = $(this); // Set up Scroll Handler $(document).scroll(function(){ var scrollTop = $(window).scrollTop(); var offset = $this.offset().top; var height = $this.outerHeight(); // Check if above or below viewport if (offset + height <= scrollTop || offset >= scrollTop + windowHeight) { return; } var yBgPosition = Math.round((offset - scrollTop) * settings.speed); // Apply the Y Background Position to Set the Parallax Effect $this.css('background-position', 'center ' + yBgPosition + 'px'); }); }); } }(jQuery)); jQuery('.image-background.image-final.image-in-single-page').parallax({ speed : 0.50 }); </script>  <script> var _paq = window._paq = window._paq || []; /* tracker methods like "setCustomDimension" should be called before "trackPageView" */ _paq.push(["setDomains", ["*.blog.witness.org"]]); _paq.push(["enableCrossDomainLinking"]); _paq.push(['trackPageView']); _paq.push(['enableLinkTracking']); (function() { var u="https://matomo.witness.org/"; _paq.push(['setTrackerUrl', u+'piwik.php']); _paq.push(['setSiteId', '17']); var d=document, g=d.createElement('script'), s=d.getElementsByTagName('script')[0]; g.async=true; g.src=u+'piwik.js'; s.parentNode.insertBefore(g,s); })(); </script>  <script type="text/javascript" src="https://blog.witness.org/wp-content/themes/literatum/theme-features/ajax-navigation/js/nprogress.js?ver=20130115" id="nprogress-js"></script> <script type="text/javascript" src="https://blog.witness.org/wp-content/themes/literatum/theme-features/post-sharecontent/js/combined.js?ver=20130115" id="tooltipster+sharecontent-js"></script> <script type="text/javascript" src="https://stats.wp.com/e-202449.js" id="jetpack-stats-js" data-wp-strategy="defer"></script> <script type="text/javascript" id="jetpack-stats-js-after"> /* <![CDATA[ */ _stq = window._stq || []; _stq.push([ "view", JSON.parse("{\"v\":\"ext\",\"blog\":\"63639535\",\"post\":\"0\",\"tz\":\"-5\",\"srv\":\"blog.witness.org\",\"j\":\"1:14.0\"}") ]); _stq.push([ "clickTrackerInit", "63639535", "0" ]); /* ]]> */ </script> </body> </html>

CINXE.COM

detection equity Archives - WITNESS Blog