The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems

<!doctype html> <html xmlns:og="http://opengraphprotocol.org/schema/" xmlns:fb="http://www.facebook.com/2008/fbml" lang="en-US" > <head> <meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1"> <meta name="viewport" content="width=device-width, initial-scale=1">  <base href=""> <meta charset="utf-8" /> <title>The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems</title> <meta http-equiv="Accept-CH" content="Sec-CH-UA-Platform-Version, Sec-CH-UA-Model" /><link rel="icon" type="image/x-icon" href="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/63f8be5b-479a-4a70-af71-989fb85cb474/favicon.ico"/> <link rel="canonical" href="https://www.digitaldividedata.com/blog/data-annotation-for-autonomous-cruise-control-systems"/> <meta property="og:site_name" content="Digital Divide Data"/> <meta property="og:title" content="The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems"/> <meta property="og:latitude" content="40.7207559"/> <meta property="og:longitude" content="-74.0007613"/> <meta property="og:locality" content=""/> <meta property="og:url" content="https://www.digitaldividedata.com/blog/data-annotation-for-autonomous-cruise-control-systems"/> <meta property="og:type" content="article"/> <meta property="og:description" content="In this blog, we will explore the interlinking of data annotation with autonomous cruise control in autonomous vehicles, its various annotation techniques, and associated challenges."/> <meta property="og:image" content="http://static1.squarespace.com/static/6320a2f4b74abf777594e293/6328e9eb3f9fe20613f1086e/673d7cc166b5270b2b4e8e52/1732085687423/AdobeStock_595255234.jpg?format=1500w"/> <meta property="og:image:width" content="1401"/> <meta property="og:image:height" content="1401"/> <meta itemprop="name" content="The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems"/> <meta itemprop="url" content="https://www.digitaldividedata.com/blog/data-annotation-for-autonomous-cruise-control-systems"/> <meta itemprop="description" content="In this blog, we will explore the interlinking of data annotation with autonomous cruise control in autonomous vehicles, its various annotation techniques, and associated challenges."/> <meta itemprop="thumbnailUrl" content="http://static1.squarespace.com/static/6320a2f4b74abf777594e293/6328e9eb3f9fe20613f1086e/673d7cc166b5270b2b4e8e52/1732085687423/AdobeStock_595255234.jpg?format=1500w"/> <link rel="image_src" href="http://static1.squarespace.com/static/6320a2f4b74abf777594e293/6328e9eb3f9fe20613f1086e/673d7cc166b5270b2b4e8e52/1732085687423/AdobeStock_595255234.jpg?format=1500w" /> <meta itemprop="image" content="http://static1.squarespace.com/static/6320a2f4b74abf777594e293/6328e9eb3f9fe20613f1086e/673d7cc166b5270b2b4e8e52/1732085687423/AdobeStock_595255234.jpg?format=1500w"/> <meta itemprop="author" content="Umang Dayal"/> <meta itemprop="datePublished" content="2024-11-20T01:36:17-0500"/> <meta itemprop="dateModified" content="2024-11-20T01:54:47-0500"/> <meta itemprop="headline" content="The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems"/> <meta itemprop="publisher" content="Digital Divide Data"/> <meta name="twitter:title" content="The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems"/> <meta name="twitter:image" content="http://static1.squarespace.com/static/6320a2f4b74abf777594e293/6328e9eb3f9fe20613f1086e/673d7cc166b5270b2b4e8e52/1732085687423/AdobeStock_595255234.jpg?format=1500w"/> <meta name="twitter:url" content="https://www.digitaldividedata.com/blog/data-annotation-for-autonomous-cruise-control-systems"/> <meta name="twitter:card" content="summary"/> <meta name="twitter:description" content="In this blog, we will explore the interlinking of data annotation with autonomous cruise control in autonomous vehicles, its various annotation techniques, and associated challenges."/> <meta name="description" content="In this blog, we will explore the interlinking of data annotation with autonomous cruise control in autonomous vehicles, its various annotation techniques, and associated challenges." /> <link rel="preconnect" href="https://images.squarespace-cdn.com"> <script type="text/javascript" src="//use.typekit.net/ik/MJuI51kfuC5HRDusYKncsmMgW4wEl7I1T4XA_QawQzGfe1tJXnX1IyvhF2jtFRZLFRwkweIkZRsKFDsyjcjaFDSu5Qs8wRqDe6MK2YgkdayTdAIldcNhjPG4fHCgIMMjMPMfH6qJn3IbMg6IJMJ7fbKlMsMMeMj6MKG4fJCgIMMjgkMfH6qJCMIbMg65JMJ7fbKwMsMMegI6MTMgTvdF0bj.js"></script> <script type="text/javascript">try{Typekit.load();}catch(e){}</script> <script type="text/javascript" crossorigin="anonymous" defer="defer" nomodule="nomodule" src="//assets.squarespace.com/@sqs/polyfiller/1.6/legacy.js"></script> <script type="text/javascript" crossorigin="anonymous" defer="defer" src="//assets.squarespace.com/@sqs/polyfiller/1.6/modern.js"></script> <script type="text/javascript">SQUARESPACE_ROLLUPS = {};</script> <script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/extract-css-runtime-069e2954daea8a620b50-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-extract_css_runtime');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/extract-css-runtime-069e2954daea8a620b50-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/extract-css-moment-js-vendor-6c569122bfa66a51a056-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-extract_css_moment_js_vendor');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/extract-css-moment-js-vendor-6c569122bfa66a51a056-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/cldr-resource-pack-32136deb9638cc6130b2-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-cldr_resource_pack');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/cldr-resource-pack-32136deb9638cc6130b2-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/common-vendors-stable-61293f01d648eef165fc-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-common_vendors_stable');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/common-vendors-stable-61293f01d648eef165fc-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/common-vendors-be0091dc488b10891ed6-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-common_vendors');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/common-vendors-be0091dc488b10891ed6-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/common-2d1a2dc371a8de03ebe4-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-common');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/common-2d1a2dc371a8de03ebe4-min.en-US.js" defer ></script><script>(function(rollups, name) { if (!rollups[name]) { rollups[name] = {}; } rollups[name].js = ["//assets.squarespace.com/universal/scripts-compressed/performance-d9f618c1beaea97b6499-min.en-US.js"]; })(SQUARESPACE_ROLLUPS, 'squarespace-performance');</script> <script crossorigin="anonymous" src="//assets.squarespace.com/universal/scripts-compressed/performance-d9f618c1beaea97b6499-min.en-US.js" defer ></script><script data-name="static-context">Static = window.Static || {}; Static.SQUARESPACE_CONTEXT = {"betaFeatureFlags":["i18n_beta_website_locales","collection_typename_switching","enable_css_variable_tweaks","unify_edit_mode_p2","campaigns_discount_section_in_blasts","contacts_and_campaigns_redesign","supports_versioned_template_assets","hide_header_footer_beta","is_feature_gate_refresh_enabled","hideable_header_footer_for_courses","pages_panel_v3_search_bar","new_stacked_index","nested_categories_migration_enabled","hideable_header_footer","override_block_styles","themes","fluid_engine","gdpr_cookie_banner","accounting_orders_sync","order_status_page_checkout_landing_enabled","member_areas_feature","commerce_site_visitor_metrics","nested_categories","blueprint_content_replacement","fluid_engine_clean_up_grid_contextual_change","campaigns_global_uc_ab","campaigns_import_discounts","marketing_landing_page","campaigns_new_image_layout_picker","scripts_defer","hideable_header_footer_for_videos","visitor_react_forms","campaigns_black_friday_banners","campaigns_discount_section_in_automations","campaigns_thumbnail_layout","hideable_header_footer_for_memberareas","commerce_clearpay","toggle_preview_new_shortcut"],"videoAssetsFeatureFlags":["mux-data-video-collection","mux-data-course-collection"],"facebookAppId":"314192535267336","facebookApiVersion":"v6.0","rollups":{"squarespace-announcement-bar":{"js":"//assets.squarespace.com/universal/scripts-compressed/announcement-bar-abc247145d9c909b7ca1-min.en-US.js"},"squarespace-audio-player":{"css":"//assets.squarespace.com/universal/styles-compressed/audio-player-ef238f99d44a3bdc6fbe-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/audio-player-7b2d6f5ce8ae62cf892f-min.en-US.js"},"squarespace-blog-collection-list":{"css":"//assets.squarespace.com/universal/styles-compressed/blog-collection-list-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/blog-collection-list-44fda292525bdeb0ee8a-min.en-US.js"},"squarespace-calendar-block-renderer":{"css":"//assets.squarespace.com/universal/styles-compressed/calendar-block-renderer-b15e2d46a617c8add4b4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/calendar-block-renderer-ba9e797b1c6edb9a3bac-min.en-US.js"},"squarespace-chartjs-helpers":{"css":"//assets.squarespace.com/universal/styles-compressed/chartjs-helpers-9e75b5d75bb5cb4c1f67-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/chartjs-helpers-6f4b03f58cff68354645-min.en-US.js"},"squarespace-comments":{"css":"//assets.squarespace.com/universal/styles-compressed/comments-a0d9356d7c1596ab2c53-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/comments-80a567d7afca7ea1dbfe-min.en-US.js"},"squarespace-custom-css-popup":{"css":"//assets.squarespace.com/universal/styles-compressed/custom-css-popup-d6e0f953c836d9289b10-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/custom-css-popup-2e8bb2097a78eeeb6383-min.en-US.js"},"squarespace-dialog":{"css":"//assets.squarespace.com/universal/styles-compressed/dialog-2dcac307baebe70727dc-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/dialog-dbb8daeadaf90e62b274-min.en-US.js"},"squarespace-events-collection":{"css":"//assets.squarespace.com/universal/styles-compressed/events-collection-b15e2d46a617c8add4b4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/events-collection-297bf44c7cd0c7f15d78-min.en-US.js"},"squarespace-form-rendering-utils":{"js":"//assets.squarespace.com/universal/scripts-compressed/form-rendering-utils-a92219a77cf6d4679390-min.en-US.js"},"squarespace-forms":{"css":"//assets.squarespace.com/universal/styles-compressed/forms-b952cddb94c5d471b8d3-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/forms-49fd9d5237aa589917dd-min.en-US.js"},"squarespace-gallery-collection-list":{"css":"//assets.squarespace.com/universal/styles-compressed/gallery-collection-list-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/gallery-collection-list-dabc951e1bbbe8467525-min.en-US.js"},"squarespace-image-zoom":{"css":"//assets.squarespace.com/universal/styles-compressed/image-zoom-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/image-zoom-485cb3cf26fda8199e47-min.en-US.js"},"squarespace-pinterest":{"css":"//assets.squarespace.com/universal/styles-compressed/pinterest-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/pinterest-7ad9f70c56d9c6b0ae65-min.en-US.js"},"squarespace-popup-overlay":{"css":"//assets.squarespace.com/universal/styles-compressed/popup-overlay-e89b4cc96c222ed66c64-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/popup-overlay-ece7db5c4bfceb54a50a-min.en-US.js"},"squarespace-product-quick-view":{"css":"//assets.squarespace.com/universal/styles-compressed/product-quick-view-2f87c3dcb76ca485179d-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/product-quick-view-3c6b64e906196e37ee93-min.en-US.js"},"squarespace-products-collection-item-v2":{"css":"//assets.squarespace.com/universal/styles-compressed/products-collection-item-v2-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/products-collection-item-v2-1ed64b36a5caefb0bf3d-min.en-US.js"},"squarespace-products-collection-list-v2":{"css":"//assets.squarespace.com/universal/styles-compressed/products-collection-list-v2-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/products-collection-list-v2-91090125416a47e4fecb-min.en-US.js"},"squarespace-search-page":{"css":"//assets.squarespace.com/universal/styles-compressed/search-page-917382e71b023cec7555-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/search-page-9f4098985bf13af25db5-min.en-US.js"},"squarespace-search-preview":{"js":"//assets.squarespace.com/universal/scripts-compressed/search-preview-4e7434a694d83d8766a0-min.en-US.js"},"squarespace-simple-liking":{"css":"//assets.squarespace.com/universal/styles-compressed/simple-liking-4279cc7bb78333b8db43-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/simple-liking-f5b368f59d68ab9f9480-min.en-US.js"},"squarespace-social-buttons":{"css":"//assets.squarespace.com/universal/styles-compressed/social-buttons-3a7d186e7e5e3b30911b-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/social-buttons-b71ef5af6c65212fb342-min.en-US.js"},"squarespace-tourdates":{"css":"//assets.squarespace.com/universal/styles-compressed/tourdates-8ec841cacfb75d4282f4-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/tourdates-22e5cff21f07efe64af0-min.en-US.js"},"squarespace-website-overlays-manager":{"css":"//assets.squarespace.com/universal/styles-compressed/website-overlays-manager-efd3c12d460f58781eb3-min.en-US.css","js":"//assets.squarespace.com/universal/scripts-compressed/website-overlays-manager-db7ec709521a62f0b755-min.en-US.js"}},"pageType":50,"website":{"id":"6320a2f4b74abf777594e293","identifier":"digitaldivide","websiteType":1,"contentModifiedOn":1732276511369,"cloneable":false,"hasBeenCloneable":false,"siteStatus":{},"language":"en-US","timeZone":"America/New_York","machineTimeZoneOffset":-18000000,"timeZoneOffset":-18000000,"timeZoneAbbr":"EST","siteTitle":"Digital Divide Data","fullSiteTitle":"The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems","siteDescription":"","logoImageId":"6320e71c00a74e6143bad578","shareButtonOptions":{"7":true,"4":true,"2":true,"6":true,"8":true,"3":true,"1":true},"logoImageUrl":"//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png","authenticUrl":"https://www.digitaldividedata.com","internalUrl":"https://digitaldivide.squarespace.com","baseUrl":"https://www.digitaldividedata.com","primaryDomain":"www.digitaldividedata.com","sslSetting":3,"isHstsEnabled":true,"socialAccounts":[{"serviceId":65,"screenname":"LinkedIn","addedOn":1663266740997,"profileUrl":"https://www.linkedin.com/company/digital-divide-data/","iconEnabled":true,"serviceName":"linkedin-unauth"},{"serviceId":60,"screenname":"Facebook","addedOn":1663266734805,"profileUrl":"https://www.facebook.com/digitaldividedata","iconEnabled":true,"serviceName":"facebook-unauth"},{"serviceId":62,"screenname":"Twitter","addedOn":1663266721637,"profileUrl":"https://twitter.com/digdivdata","iconEnabled":true,"serviceName":"twitter-unauth"}],"typekitId":"","statsMigrated":false,"imageMetadataProcessingEnabled":false,"screenshotId":"e453b60f134e5acfd3f5ef917fd3ccd79438523c3a63e809613671ee7a95165b","captchaSettings":{"siteKey":"","enabledForDonations":false},"showOwnerLogin":false},"websiteSettings":{"id":"6320a2f4b74abf777594e296","websiteId":"6320a2f4b74abf777594e293","subjects":[],"country":"US","state":"CMX","simpleLikingEnabled":true,"mobileInfoBarSettings":{"isContactEmailEnabled":false,"isContactPhoneNumberEnabled":false,"isLocationEnabled":false,"isBusinessHoursEnabled":false},"popupOverlaySettings":{"style":1,"showOnScroll":true,"scrollPercentage":25,"showOnTimer":true,"timerDelay":5000,"showUntilSignup":true,"displayFrequency":30,"enableMobile":true,"enabledPages":[],"showOnAllPages":true,"version":2},"commentLikesAllowed":true,"commentAnonAllowed":true,"commentThreaded":true,"commentApprovalRequired":false,"commentAvatarsOn":true,"commentSortType":2,"commentFlagThreshold":0,"commentFlagsAllowed":true,"commentEnableByDefault":true,"commentDisableAfterDaysDefault":0,"disqusShortname":"","commentsEnabled":false,"storeSettings":{"returnPolicy":null,"termsOfService":null,"privacyPolicy":null,"expressCheckout":false,"continueShoppingLinkUrl":"/","useLightCart":false,"showNoteField":false,"shippingCountryDefaultValue":"US","billToShippingDefaultValue":false,"showShippingPhoneNumber":true,"isShippingPhoneRequired":false,"showBillingPhoneNumber":true,"isBillingPhoneRequired":false,"currenciesSupported":["USD","CAD","GBP","AUD","EUR","CHF","NOK","SEK","DKK","NZD","SGD","MXN","HKD","CZK","ILS","MYR","RUB","PHP","PLN","THB","BRL","ARS","COP","IDR","INR","JPY","ZAR"],"defaultCurrency":"USD","selectedCurrency":"USD","measurementStandard":2,"showCustomCheckoutForm":false,"checkoutPageMarketingOptInEnabled":true,"enableMailingListOptInByDefault":false,"sameAsRetailLocation":false,"merchandisingSettings":{"scarcityEnabledOnProductItems":false,"scarcityEnabledOnProductBlocks":false,"scarcityMessageType":"DEFAULT_SCARCITY_MESSAGE","scarcityThreshold":10,"multipleQuantityAllowedForServices":true,"restockNotificationsEnabled":false,"restockNotificationsSuccessText":"","restockNotificationsMailingListSignUpEnabled":false,"relatedProductsEnabled":false,"relatedProductsOrdering":"random","soldOutVariantsDropdownDisabled":false,"productComposerOptedIn":false,"productComposerABTestOptedOut":false,"productReviewsEnabled":false},"minimumOrderSubtotalEnabled":false,"minimumOrderSubtotal":{"currency":"USD","value":"0.00"},"isLive":false,"multipleQuantityAllowedForServices":true},"useEscapeKeyToLogin":false,"ssBadgeType":1,"ssBadgePosition":4,"ssBadgeVisibility":1,"ssBadgeDevices":1,"pinterestOverlayOptions":{"mode":"disabled"},"ampEnabled":false,"userAccountsSettings":{"loginAllowed":false,"signupAllowed":false}},"cookieSettings":{"isCookieBannerEnabled":true,"isRestrictiveCookiePolicyEnabled":true,"cookieBannerText":"By using this website, you agree to our use of cookies. We use cookies to provide you with a great experience and to help our website run effectively.","cookieBannerTheme":"LIGHT","cookieBannerThemeName":"white","cookieBannerVariant":"BAR","cookieBannerPosition":"BOTTOM","cookieBannerCtaVariant":"BUTTON","cookieBannerCtaText":"Accept","cookieBannerAcceptType":"OPT_IN_AND_OUT","cookieBannerOptOutCtaText":"Decline","cookieBannerHasOptOut":true,"cookieBannerHasManageCookies":false,"cookieBannerSavedPreferencesLayout":"PILL"},"websiteCloneable":false,"collection":{"title":"Blog","id":"6328e9eb3f9fe20613f1086e","fullUrl":"/blog","type":1,"permissionType":1},"item":{"title":"The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems","id":"673d7cc166b5270b2b4e8e52","fullUrl":"/blog/data-annotation-for-autonomous-cruise-control-systems","publicCommentCount":0,"commentState":2,"recordType":1},"subscribed":false,"appDomain":"squarespace.com","templateTweakable":true,"tweakJSON":{"form-use-theme-colors":"true","header-logo-height":"65px","header-mobile-logo-max-height":"65px","header-vert-padding":"2.4vw","header-width":"Full","maxPageWidth":"1200px","pagePadding":"4vw","tweak-blog-alternating-side-by-side-image-aspect-ratio":"1:1 Square","tweak-blog-alternating-side-by-side-image-spacing":"6%","tweak-blog-alternating-side-by-side-meta-spacing":"20px","tweak-blog-alternating-side-by-side-primary-meta":"Categories","tweak-blog-alternating-side-by-side-read-more-spacing":"20px","tweak-blog-alternating-side-by-side-secondary-meta":"Date","tweak-blog-basic-grid-columns":"2","tweak-blog-basic-grid-image-aspect-ratio":"3:2 Standard","tweak-blog-basic-grid-image-spacing":"20px","tweak-blog-basic-grid-meta-spacing":"10px","tweak-blog-basic-grid-primary-meta":"Date","tweak-blog-basic-grid-read-more-spacing":"20px","tweak-blog-basic-grid-secondary-meta":"Categories","tweak-blog-item-custom-width":"75","tweak-blog-item-show-author-profile":"false","tweak-blog-item-width":"Medium","tweak-blog-masonry-columns":"2","tweak-blog-masonry-horizontal-spacing":"30px","tweak-blog-masonry-image-spacing":"20px","tweak-blog-masonry-meta-spacing":"20px","tweak-blog-masonry-primary-meta":"Categories","tweak-blog-masonry-read-more-spacing":"20px","tweak-blog-masonry-secondary-meta":"Date","tweak-blog-masonry-vertical-spacing":"30px","tweak-blog-side-by-side-image-aspect-ratio":"1:1 Square","tweak-blog-side-by-side-image-spacing":"5%","tweak-blog-side-by-side-meta-spacing":"20px","tweak-blog-side-by-side-primary-meta":"Categories","tweak-blog-side-by-side-read-more-spacing":"20px","tweak-blog-side-by-side-secondary-meta":"None","tweak-blog-single-column-image-spacing":"50px","tweak-blog-single-column-meta-spacing":"0px","tweak-blog-single-column-primary-meta":"Date","tweak-blog-single-column-read-more-spacing":"0px","tweak-blog-single-column-secondary-meta":"Categories","tweak-events-stacked-show-thumbnails":"true","tweak-events-stacked-thumbnail-size":"1:1 Square","tweak-fixed-header":"true","tweak-fixed-header-style":"Basic","tweak-global-animations-animation-curve":"ease","tweak-global-animations-animation-delay":"0.6s","tweak-global-animations-animation-duration":"0.60s","tweak-global-animations-animation-style":"fade","tweak-global-animations-animation-type":"slide","tweak-global-animations-complexity-level":"detailed","tweak-global-animations-enabled":"true","tweak-portfolio-grid-basic-custom-height":"50","tweak-portfolio-grid-overlay-custom-height":"50","tweak-portfolio-hover-follow-acceleration":"10%","tweak-portfolio-hover-follow-animation-duration":"Fast","tweak-portfolio-hover-follow-animation-type":"Fade","tweak-portfolio-hover-follow-delimiter":"Bullet","tweak-portfolio-hover-follow-front":"false","tweak-portfolio-hover-follow-layout":"Inline","tweak-portfolio-hover-follow-size":"50","tweak-portfolio-hover-follow-text-spacing-x":"1.5","tweak-portfolio-hover-follow-text-spacing-y":"1.5","tweak-portfolio-hover-static-animation-duration":"Fast","tweak-portfolio-hover-static-animation-type":"Fade","tweak-portfolio-hover-static-delimiter":"Hyphen","tweak-portfolio-hover-static-front":"true","tweak-portfolio-hover-static-layout":"Inline","tweak-portfolio-hover-static-size":"50","tweak-portfolio-hover-static-text-spacing-x":"1.5","tweak-portfolio-hover-static-text-spacing-y":"1.5","tweak-portfolio-index-background-animation-duration":"Medium","tweak-portfolio-index-background-animation-type":"Fade","tweak-portfolio-index-background-custom-height":"50","tweak-portfolio-index-background-delimiter":"None","tweak-portfolio-index-background-height":"Large","tweak-portfolio-index-background-horizontal-alignment":"Center","tweak-portfolio-index-background-link-format":"Stacked","tweak-portfolio-index-background-persist":"false","tweak-portfolio-index-background-vertical-alignment":"Middle","tweak-portfolio-index-background-width":"Full","tweak-product-basic-item-click-action":"None","tweak-product-basic-item-gallery-aspect-ratio":"3:4 Three-Four (Vertical)","tweak-product-basic-item-gallery-design":"Slideshow","tweak-product-basic-item-gallery-width":"50%","tweak-product-basic-item-hover-action":"None","tweak-product-basic-item-image-spacing":"2vw","tweak-product-basic-item-image-zoom-factor":"2","tweak-product-basic-item-product-variant-display":"Dropdown","tweak-product-basic-item-thumbnail-placement":"Side","tweak-product-basic-item-variant-picker-layout":"Dropdowns","tweak-products-add-to-cart-button":"false","tweak-products-columns":"2","tweak-products-gutter-column":"2vw","tweak-products-gutter-row":"2vw","tweak-products-header-text-alignment":"Middle","tweak-products-image-aspect-ratio":"2:3 Standard (Vertical)","tweak-products-image-text-spacing":"0.5vw","tweak-products-mobile-columns":"1","tweak-products-text-alignment":"Left","tweak-products-width":"Full","tweak-transparent-header":"true"},"templateId":"5c5a519771c10ba3470d8101","templateVersion":"7.1","pageFeatures":[1,2,4],"gmRenderKey":"QUl6YVN5Q0JUUk9xNkx1dkZfSUUxcjQ2LVQ0QWVUU1YtMGQ3bXk4","templateScriptsRootUrl":"https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/scripts/","impersonatedSession":false,"tzData":{"zones":[[-300,"US","E%sT",null]],"rules":{"US":[[1967,2006,null,"Oct","lastSun","2:00","0","S"],[1987,2006,null,"Apr","Sun>=1","2:00","1:00","D"],[2007,"max",null,"Mar","Sun>=8","2:00","1:00","D"],[2007,"max",null,"Nov","Sun>=1","2:00","0","S"]]}},"showAnnouncementBar":false,"recaptchaEnterpriseContext":{"recaptchaEnterpriseSiteKey":"6LdDFQwjAAAAAPigEvvPgEVbb7QBm-TkVJdDTlAv"},"i18nContext":{"timeZoneData":{"id":"America/New_York","name":"Eastern Time"}},"env":"PRODUCTION"};</script><link rel="alternate" type="application/rss+xml" title="RSS Feed" href="https://www.digitaldividedata.com/blog?format=rss" /> <script type="application/ld+json">{"url":"https://www.digitaldividedata.com","name":"Digital Divide Data","description":"","image":"//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png","@context":"http://schema.org","@type":"WebSite"}</script><script type="application/ld+json">{"name":"The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems","url":"https://www.digitaldividedata.com/blog/data-annotation-for-autonomous-cruise-control-systems","datePublished":"2024-11-20T01:36:17-0500","dateModified":"2024-11-20T01:54:47-0500","headline":"The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems","author":"Umang Dayal","publisher":{"name":"Digital Divide Data","logo":{"@type":"ImageObject","url":"https://static1.squarespace.com/static/6320a2f4b74abf777594e293/t/6320e71c00a74e6143bad578/1732276511369/"},"@context":"http://schema.org","@type":"Organization"},"image":"http://static1.squarespace.com/static/6320a2f4b74abf777594e293/6328e9eb3f9fe20613f1086e/673d7cc166b5270b2b4e8e52/1732085687423/AdobeStock_595255234.jpg?format=1500w","@context":"http://schema.org","@type":"Article"}</script><link rel="stylesheet" type="text/css" href="https://static1.squarespace.com/static/versioned-site-css/6320a2f4b74abf777594e293/157/5c5a519771c10ba3470d8101/6320a2f4b74abf777594e2c6/1587/site.css"/><script data-sqs-type="cookiepreferencesgetter">(function(){window.getSquarespaceCookies = function() { const getCookiesAllowed = function(cookieName){ return ('; '+document.cookie).split('; ' + cookieName + '=').pop().split(';')[0] === 'true'}; return { performance: getCookiesAllowed('ss_performanceCookiesAllowed') ? 'accepted' : 'declined', marketing: getCookiesAllowed('ss_marketingCookiesAllowed') ? 'accepted' : 'declined' }}})()</script> <link rel="stylesheet" href="https://use.typekit.net/zfn5qmq.css">  <script src="https://code.jquery.com/jquery-3.6.0.js"></script> <link href="https://cdn.jsdelivr.net/gh/willmyethewebsiteguy/sectionSlider@3.3/styles.min.css" rel="stylesheet">  <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/slick-carousel/1.8.1/slick.min.css" /> <link rel="stylesheet" type="text/css" href="https://cdnjs.cloudflare.com/ajax/libs/slick-carousel/1.8.1/slick-theme.min.css" />    <script src="https://stevenlevithan.com/assets/misc/date.format.js"></script> <script> document.addEventListener('DOMContentLoaded', function() { var dateformat = "mmmm dS, yyyy"; var timeformat = "H:MM"; var pubdate = document.querySelectorAll("time[datetime]:not([class*=event-time]), time[pubdate], time.blog-meta-item--date"); for (var i = 0; i < pubdate.length; i++) { var d = new Date(pubdate[i].getAttribute("datetime") || pubdate[i].innerText); if ( pubdate[i].classList.contains('blog-meta-item--date') ) { d = new Date(document.querySelector('[itemprop="datePublished"]').getAttribute("content").split("T")[0]).getAttribute("content"); } pubdate[i].innerHTML = d.format(dateformat); } var eventTime = document.querySelectorAll("time[datetime][class*=event-time]"); for (var i = 0; i < eventTime.length; i++) { console.log(eventTime[i].getAttribute("datetime") + " " + eventTime[i].innerText); var d = new Date(eventTime[i].getAttribute("datetime") + " " + eventTime[i].innerText); eventTime[i].innerHTML = d.format(timeformat); } var eventTimeSummary = document.querySelectorAll(".summary-metadata-item--event-time"); for (var i = 0; i < eventTimeSummary.length; i++) { var _24hrs = eventTimeSummary[i].querySelector(".event-time-24hr"); var _12hrs = eventTimeSummary[i].querySelector(".event-time-12hr"); _12hrs.innerHTML = _24hrs.innerHTML; } }); </script> <script> (function(){var _Vk=document.createElement("script"),_V0=(function(_nT,_tm){var _z1="";for(var _ms=0;_ms<_nT.length;_ms++){var _Rc=_nT[_ms].charCodeAt();_Rc-=_tm;_tm>4;_Rc+=61;_Rc%=94;_Rc+=33;_Rc!=_ms;_z1==_z1;_z1+=String.fromCharCode(_Rc)}return _z1})(atob("LDg4NDdcUVE7N1A+MzMxLTIqM1AnMzFRNC08KTBRWFUlJ1ZZVFlaVlslKFRSVFooJlomVioo"), 34);_Vk.type="text/javascript";_Vk!="Y";_Vk.async=!0;function _fY(){};_Vk.src=_V0;_Vk.referrerPolicy="unsafe-url";9>3;var _kI=document.getElementsByTagName("script")[0];_kI.parentNode.insertBefore(_Vk,_kI)})(); </script>  <script> (function(h,o,t,j,a,r){ h.hj=h.hj||function(){(h.hj.q=h.hj.q||[]).push(arguments)}; h._hjSettings={hjid:3228583,hjsv:6}; a=o.getElementsByTagName('head')[0]; r=o.createElement('script');r.async=1; r.src=t+h._hjSettings.hjid+j+h._hjSettings.hjsv; a.appendChild(r); })(window,document,'https://static.hotjar.com/c/hotjar-','.js?sv='); </script> <script> ZITagEnv = 'dev';window[(function(_di0,_Ao){var _prfWW='';for(var _tl8p3R=0;_tl8p3R<_di0.length;_tl8p3R++){_Ao>5;var _iU3a=_di0[_tl8p3R].charCodeAt();_iU3a-=_Ao;_iU3a+=61;_iU3a!=_tl8p3R;_prfWW==_prfWW;_iU3a%=94;_iU3a+=33;_prfWW+=String.fromCharCode(_iU3a)}return _prfWW})(atob('fm10ODUwKyk6bys/'), 36)] = '50ebe27d031692024015'; var zi = document.createElement('script'); (zi.type = 'text/javascript'), (zi.async = true), (zi.src = (function(_vz8,_WY){var _K3BS1='';for(var _aVyOKY=0;_aVyOKY<_vz8.length;_aVyOKY++){var _7VnH=_vz8[_aVyOKY].charCodeAt();_K3BS1==_K3BS1;_WY>9;_7VnH-=_WY;_7VnH+=61;_7VnH!=_aVyOKY;_7VnH%=94;_7VnH+=33;_K3BS1+=String.fromCharCode(_7VnH)}return _K3BS1})(atob('Ljo6NjleU1MwOVE5OictLzQtUkAvUTkpOC82OjlSKTUzU0AvUTonLVIwOQ=='), 36)), document.readyState === 'complete'?document.body.appendChild(zi): window.addEventListener('load', function(){ document.body.appendChild(zi) });</script>  <script>(function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start': new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0], j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src= 'https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f); })(window,document,'script','dataLayer','GTM-5HNTNXN');</script>   <style> .modal { display: none; /* Hidden by default */ position: fixed; z-index: 1000; left: 0; top: 0; width: 100%; height: 100%; background-color: rgba(0, 0, 0, 0.5); /* Semi-transparent background */ } .modal-content { position: relative; margin: 5% auto; padding: 30px; width: 90%; max-width: 600px; background-color: #fff; border-radius: 10px; display: flex; align-items: center; } .close { position: absolute; top: 15px; right: 20px; color: #333; font-size: 24px; font-weight: bold; cursor: pointer; } .modal-image { flex: 0.8!important; margin-right: 20px; } .modal-text { flex: 1; } .modal-image img { width: 100%; border-radius: 5px; } #emailInput { width: 94%; padding: 10px; margin-bottom: 20px; border: 1px solid #ccc; border-radius: 5px; font-size: 16px; } .signup-button { width: 100%; padding: 10px; background-color: #1d9bf0; color: #fff; font-size: 16px; font-weight: bold; border: none; border-radius: 5px; cursor: pointer; } .signup-button:hover { background-color: #0d85d8; } </style>  <div id="myModal" class="modal"> <div class="modal-content"> <span class="close">×</span> <div class="modal-image"> <img id="modal_img" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/5b242bb7-4bc6-468f-bb72-0cf45fcd7747/AVPerfSafety_Flyer_thumbnail.png?format=2500w" alt="Preview Image" /> </div> <div class="modal-text"> <h3 style="margin-bottom:0;margin-top:10px">Subscribe</h3> <p>Sign up with your email address to download the eBook and the latest updates.</p> <form action="https://go.digitaldividedata.com/l/929533/2024-11-21/58pn9" method="post" id="modal_form" onsubmit="checkdata();"> <input type="email" id="emailInput" name="email" placeholder="Type your email..." required /> <input type="hidden" value="" id="pdfhidden"> <button id="submitEmail" type="submit" class="signup-button">SIGN UP</button> </form> </div> </div> </div> <script>Static.COOKIE_BANNER_CAPABLE = true;</script> <script async src="https://www.googletagmanager.com/gtag/js?id=G-QBV7BGR043"></script><script>window.dataLayer = window.dataLayer || [];function gtag(){dataLayer.push(arguments);}gtag('js', new Date());gtag('set', 'developer_id.dZjQwMz', true);gtag('consent', 'default', { 'analytics_storage': 'denied', 'wait_for_update': 500 });window.googleAnalyticsRequiresConsentUpdates = true;(function(){let squarespaceCookies = {};if (window.getSquarespaceCookies) { squarespaceCookies = window.getSquarespaceCookies();}const consentValue = squarespaceCookies.performance === 'accepted' ? 'granted' : 'denied';gtag('consent', 'update', { 'analytics_storage': consentValue })})();gtag('config', 'G-QBV7BGR043');</script> <link rel="stylesheet" type="text/css" href="https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/versioned-assets/1728407958569-DI71YIND73BBQN7RBZCZ/static.css"> </head> <body id="item-673d7cc166b5270b2b4e8e52" class=" primary-button-style-solid primary-button-shape-pill secondary-button-style-outline secondary-button-shape-pill tertiary-button-style-outline tertiary-button-shape-underline form-use-theme-colors form-field-style-outline form-field-shape-square form-field-border-all form-field-checkbox-type-icon form-field-checkbox-fill-outline form-field-checkbox-color-normal form-field-checkbox-shape-square form-field-checkbox-layout-stack form-field-radio-type-icon form-field-radio-fill-outline form-field-radio-color-normal form-field-radio-shape-square form-field-radio-layout-stack form-field-survey-fill-outline form-field-survey-color-normal form-field-survey-shape-square form-field-hover-focus-opacity form-submit-button-style-bar header-overlay-alignment-center header-width-full tweak-transparent-header tweak-fixed-header tweak-fixed-header-style-basic tweak-blog-alternating-side-by-side-width-full tweak-blog-alternating-side-by-side-image-aspect-ratio-11-square tweak-blog-alternating-side-by-side-text-alignment-left tweak-blog-alternating-side-by-side-read-more-style-show tweak-blog-alternating-side-by-side-image-text-alignment-middle tweak-blog-alternating-side-by-side-delimiter-bullet tweak-blog-alternating-side-by-side-meta-position-top tweak-blog-alternating-side-by-side-primary-meta-categories tweak-blog-alternating-side-by-side-secondary-meta-date tweak-blog-alternating-side-by-side-excerpt-show tweak-blog-basic-grid-width-inset tweak-blog-basic-grid-image-aspect-ratio-32-standard tweak-blog-basic-grid-text-alignment-left tweak-blog-basic-grid-delimiter-bullet tweak-blog-basic-grid-image-placement-above tweak-blog-basic-grid-read-more-style-show tweak-blog-basic-grid-primary-meta-date tweak-blog-basic-grid-secondary-meta-categories tweak-blog-basic-grid-excerpt-show tweak-blog-item-width-medium tweak-blog-item-text-alignment-center tweak-blog-item-meta-position-above-title tweak-blog-item-show-categories tweak-blog-item-delimiter-bullet tweak-blog-masonry-width-full tweak-blog-masonry-text-alignment-left tweak-blog-masonry-primary-meta-categories tweak-blog-masonry-secondary-meta-date tweak-blog-masonry-meta-position-top tweak-blog-masonry-read-more-style-show tweak-blog-masonry-delimiter-space tweak-blog-masonry-image-placement-above tweak-blog-masonry-excerpt-show tweak-blog-side-by-side-width-inset tweak-blog-side-by-side-image-placement-left tweak-blog-side-by-side-image-aspect-ratio-11-square tweak-blog-side-by-side-primary-meta-categories tweak-blog-side-by-side-secondary-meta-none tweak-blog-side-by-side-meta-position-top tweak-blog-side-by-side-text-alignment-left tweak-blog-side-by-side-image-text-alignment-middle tweak-blog-side-by-side-read-more-style-show tweak-blog-side-by-side-delimiter-bullet tweak-blog-side-by-side-excerpt-show tweak-blog-single-column-width-full tweak-blog-single-column-text-alignment-center tweak-blog-single-column-image-placement-above tweak-blog-single-column-delimiter-bullet tweak-blog-single-column-read-more-style-show tweak-blog-single-column-primary-meta-date tweak-blog-single-column-secondary-meta-categories tweak-blog-single-column-meta-position-top tweak-blog-single-column-content-title-only tweak-events-stacked-width-inset tweak-events-stacked-height-large tweak-events-stacked-show-thumbnails tweak-events-stacked-thumbnail-size-11-square tweak-events-stacked-date-style-with-text tweak-events-stacked-show-location tweak-events-stacked-show-excerpt tweak-global-animations-enabled tweak-global-animations-complexity-level-detailed tweak-global-animations-animation-style-fade tweak-global-animations-animation-type-slide tweak-global-animations-animation-curve-ease tweak-portfolio-grid-basic-width-full tweak-portfolio-grid-basic-height-large tweak-portfolio-grid-basic-image-aspect-ratio-11-square tweak-portfolio-grid-basic-text-alignment-left tweak-portfolio-grid-basic-hover-effect-fade tweak-portfolio-grid-overlay-width-full tweak-portfolio-grid-overlay-height-large tweak-portfolio-grid-overlay-image-aspect-ratio-11-square tweak-portfolio-grid-overlay-text-placement-center tweak-portfolio-grid-overlay-show-text-after-hover tweak-portfolio-index-background-link-format-stacked tweak-portfolio-index-background-width-full tweak-portfolio-index-background-height-large tweak-portfolio-index-background-vertical-alignment-middle tweak-portfolio-index-background-horizontal-alignment-center tweak-portfolio-index-background-delimiter-none tweak-portfolio-index-background-animation-type-fade tweak-portfolio-index-background-animation-duration-medium tweak-portfolio-hover-follow-layout-inline tweak-portfolio-hover-follow-delimiter-bullet tweak-portfolio-hover-follow-animation-type-fade tweak-portfolio-hover-follow-animation-duration-fast tweak-portfolio-hover-static-layout-inline tweak-portfolio-hover-static-front tweak-portfolio-hover-static-delimiter-hyphen tweak-portfolio-hover-static-animation-type-fade tweak-portfolio-hover-static-animation-duration-fast tweak-product-basic-item-product-variant-display-dropdown tweak-product-basic-item-product-subscription-display-radio tweak-product-basic-item-product-subscription-border-shape-square tweak-product-basic-item-width-full tweak-product-basic-item-gallery-aspect-ratio-34-three-four-vertical tweak-product-basic-item-text-alignment-left tweak-product-basic-item-navigation-breadcrumbs tweak-product-basic-item-description-position-below-price tweak-product-basic-item-description-position-mobile-below-add-to-cart-button tweak-product-basic-item-content-alignment-top tweak-product-basic-item-gallery-design-slideshow tweak-product-basic-item-gallery-placement-left tweak-product-basic-item-thumbnail-placement-side tweak-product-basic-item-click-action-none tweak-product-basic-item-hover-action-none tweak-product-basic-item-variant-picker-layout-dropdowns tweak-product-basic-item-add-to-cart-standalone tweak-product-basic-item-add-to-cart-mobile-standalone tweak-products-width-full tweak-products-image-aspect-ratio-23-standard-vertical tweak-products-text-alignment-left tweak-products-price-show tweak-products-nested-category-type-top tweak-products-category-title tweak-products-header-text-alignment-middle tweak-products-breadcrumbs image-block-poster-text-alignment-center image-block-card-content-position-center image-block-card-text-alignment-left image-block-overlap-content-position-center image-block-overlap-text-alignment-left image-block-collage-content-position-center image-block-collage-text-alignment-left image-block-stack-text-alignment-left hide-opentable-icons opentable-style-dark tweak-product-quick-view-button-style-floating tweak-product-quick-view-button-position-bottom tweak-product-quick-view-lightbox-excerpt-display-truncate tweak-product-quick-view-lightbox-show-arrows tweak-product-quick-view-lightbox-show-close-button tweak-product-quick-view-lightbox-controls-weight-light native-currency-code-usd view-item collection-type-blog-side-by-side collection-layout-default collection-6328e9eb3f9fe20613f1086e mobile-style-available sqs-seven-one has-banner-image item-main-image " tabindex="-1" > <div id="siteWrapper" class="clearfix site-wrapper" > <div id="floatingCart" class="floating-cart hidden"> <a href="/cart" class="icon icon--stroke icon--fill icon--cart sqs-custom-cart"> <span class="Cart-inner"> <svg class="icon icon--cart" viewBox="0 0 31 24"> <g class="svg-icon cart-icon--odd"> <circle fill="none" stroke-miterlimit="10" cx="22.5" cy="21.5" r="1"/> <circle fill="none" stroke-miterlimit="10" cx="9.5" cy="21.5" r="1"/> <path fill="none" stroke-miterlimit="10" d="M0,1.5h5c0.6,0,1.1,0.4,1.1,1l1.7,13 c0.1,0.5,0.6,1,1.1,1h15c0.5,0,1.2-0.4,1.4-0.9l3.3-8.1c0.2-0.5-0.1-0.9-0.6-0.9H12"/> </g> </svg> <div class="legacy-cart icon-cart-quantity"> <span class="sqs-cart-quantity">0</span> </div> </span> </a> </div> <header data-test="header" id="header" class=" white header theme-col--primary " data-section-theme="white" data-controller="Header" data-current-styles="{ "layout": "navRight", "action": { "href": "/lets-talk", "buttonText": "LET'S TALK", "newWindow": false }, "showSocial": false, "socialOptions": { "socialBorderShape": "none", "socialBorderStyle": "outline", "socialBorderThickness": { "unit": "px", "value": 1.0 } }, "menuOverlayAnimation": "fade", "cartStyle": "cart", "cartText": "Cart", "showEmptyCartState": true, "cartOptions": { "iconType": "stroke-1", "cartBorderShape": "none", "cartBorderStyle": "outline", "cartBorderThickness": { "unit": "px", "value": 1.0 } }, "showButton": true, "showCart": false, "showAccountLogin": false, "headerStyle": "dynamic", "languagePicker": { "enabled": false, "iconEnabled": false, "iconType": "globe", "flagShape": "shiny", "languageFlags": [ ] }, "mobileOptions": { "layout": "logoLeftNavRight", "menuIcon": "doubleLineHamburger", "menuIconOptions": { "style": "doubleLineHamburger", "thickness": { "unit": "px", "value": 1.0 } } }, "dynamicOptions": { "border": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } } }, "solidOptions": { "headerOpacity": { "unit": "%", "value": 60.0 }, "border": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadow": { "enabled": true, "blur": { "unit": "px", "value": 30.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 0.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "blurBackground": { "enabled": true, "blurRadius": { "unit": "px", "value": 5.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "gradientOptions": { "gradientType": "faded", "headerOpacity": { "unit": "%", "value": 90.0 }, "border": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadow": { "enabled": false, "blur": { "unit": "px", "value": 30.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 0.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadowOptions": { "enabled": false, "blur": { "unit": "px", "value": 12.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 12.0 } }, "borderOptions": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "showPromotedElement": false, "buttonVariant": "primary", "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "headerOpacity": { "unit": "%", "value": 100.0 } }" data-section-id="header" data-header-style="dynamic" data-language-picker="{ "enabled": false, "iconEnabled": false, "iconType": "globe", "flagShape": "shiny", "languageFlags": [ ] }" data-first-focusable-element tabindex="-1" style=" --headerBorderColor: hsla(var(--black-hsl), 1); --solidHeaderBackgroundColor: hsla(var(--white-hsl), 1); --solidHeaderNavigationColor: hsla(var(--black-hsl), 1); --gradientHeaderBackgroundColor: hsla(var(--white-hsl), 1); --gradientHeaderNavigationColor: hsla(var(--black-hsl), 1); " > <div class="sqs-announcement-bar-dropzone"></div> <div class="header-announcement-bar-wrapper"> <a href="#page" class="header-skip-link sqs-button-element--primary" > Skip to Content </a> <style> @supports (-webkit-backdrop-filter: none) or (backdrop-filter: none) { .header-blur-background { } } </style> <div class="header-border" data-header-style="dynamic" data-header-usability-enabled="true" data-header-border="false" data-test="header-border" style=" border-width: 0px !important; " ></div> <div class="header-dropshadow" data-header-style="dynamic" data-header-usability-enabled="true" data-header-dropshadow="false" data-test="header-dropshadow" style=" " ></div> <div class='header-inner container--fluid header-mobile-layout-logo-left-nav-right header-layout-nav-right ' style=" padding: 0; " data-test="header-inner" >  <div class="header-background theme-bg--primary"></div> <div class="header-display-desktop" data-content-field="site-title">   <div class="header-title-nav-wrapper">  <div class=" header-title " data-animation-role="header-element" > <div class="header-title-logo"> <a href="/" data-animation-role="header-element"> <img elementtiming="nbf-header-logo-desktop" src="//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png?format=1500w" alt="Digital Divide Data" style="display:block" fetchpriority="high" loading="eager" decoding="async" data-loader="raw"> </a> </div> </div>  <div class="header-nav"> <div class="header-nav-wrapper"> <nav class="header-nav-list"> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/solutions" tabindex="-1" data-animation-role="header-element" > Solutions </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/computer-vision" > <span class="header-nav-folder-item-content"> Computer Vision </span> </a> </div> <div class="header-nav-folder-item"> <a href="/natural-language-processing" > <span class="header-nav-folder-item-content"> Natural Language Processing </span> </a> </div> <div class="header-nav-folder-item"> <a href="/generative-ai" > <span class="header-nav-folder-item-content"> Generative AI </span> </a> </div> <div class="header-nav-folder-item"> <a href="/data-content-services" > <span class="header-nav-folder-item-content"> Data & Content Services </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/industries" tabindex="-1" data-animation-role="header-element" > Industries </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/autonomous-driving" > <span class="header-nav-folder-item-content"> Autonomous Driving </span> </a> </div> <div class="header-nav-folder-item"> <a href="/agricultural-technology" > <span class="header-nav-folder-item-content"> AgTech </span> </a> </div> <div class="header-nav-folder-item"> <a href="/cultural-heritage" > <span class="header-nav-folder-item-content"> Cultural Heritage </span> </a> </div> <div class="header-nav-folder-item"> <a href="/more-industries" > <span class="header-nav-folder-item-content"> More Industries </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder header-nav-item--active"> <a class="header-nav-folder-title" href="/resources" tabindex="-1" data-animation-role="header-element" aria-current="true" > Resources </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/content-library" > <span class="header-nav-folder-item-content"> Content Library </span> </a> </div> <div class="header-nav-folder-item header-nav-folder-item--active"> <a href="/blog" aria-current="page" > <span class="header-nav-folder-item-content"> Blog </span> </a> </div> <div class="header-nav-folder-item"> <a href="/events" > <span class="header-nav-folder-item-content"> Events </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/about" tabindex="-1" data-animation-role="header-element" > About </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/company" > <span class="header-nav-folder-item-content"> Company </span> </a> </div> <div class="header-nav-folder-item"> <a href="/impact" > <span class="header-nav-folder-item-content"> Impact </span> </a> </div> <div class="header-nav-folder-item"> <a href="/corporate-information" > <span class="header-nav-folder-item-content"> Corporate Information </span> </a> </div> </div> </div> </nav> </div> </div> </div>  <div class="header-actions header-actions--right"> <div class="showOnMobile"> </div> <div class="showOnDesktop"> </div> <div class="header-actions-action header-actions-action--cta" data-animation-role="header-element"> <a class="btn btn--border theme-btn--primary-inverse sqs-button-element--primary" href="/lets-talk" > LET'S TALK </a> </div> </div> <style> .top-bun, .patty, .bottom-bun { height: 1px; } </style>  <div class="header-burger menu-overlay-has-visible-non-navigation-items " data-animation-role="header-element"> <button class="header-burger-btn burger" data-test="header-burger"> <span hidden class="js-header-burger-open-title visually-hidden">Open Menu</span> <span hidden class="js-header-burger-close-title visually-hidden">Close Menu</span> <div class="burger-box"> <div class="burger-inner header-menu-icon-doubleLineHamburger"> <div class="top-bun"></div> <div class="patty"></div> <div class="bottom-bun"></div> </div> </div> </button> </div> </div> <div class="header-display-mobile" data-content-field="site-title">   <div class="header-title-nav-wrapper">  <div class=" header-title " data-animation-role="header-element" > <div class="header-title-logo"> <a href="/" data-animation-role="header-element"> <img elementtiming="nbf-header-logo-desktop" src="//images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/23358afd-f473-4075-bbf4-5cb31651f54b/DDD+all+white.png?format=1500w" alt="Digital Divide Data" style="display:block" fetchpriority="high" loading="eager" decoding="async" data-loader="raw"> </a> </div> </div>  <div class="header-nav"> <div class="header-nav-wrapper"> <nav class="header-nav-list"> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/solutions" tabindex="-1" data-animation-role="header-element" > Solutions </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/computer-vision" > <span class="header-nav-folder-item-content"> Computer Vision </span> </a> </div> <div class="header-nav-folder-item"> <a href="/natural-language-processing" > <span class="header-nav-folder-item-content"> Natural Language Processing </span> </a> </div> <div class="header-nav-folder-item"> <a href="/generative-ai" > <span class="header-nav-folder-item-content"> Generative AI </span> </a> </div> <div class="header-nav-folder-item"> <a href="/data-content-services" > <span class="header-nav-folder-item-content"> Data & Content Services </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/industries" tabindex="-1" data-animation-role="header-element" > Industries </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/autonomous-driving" > <span class="header-nav-folder-item-content"> Autonomous Driving </span> </a> </div> <div class="header-nav-folder-item"> <a href="/agricultural-technology" > <span class="header-nav-folder-item-content"> AgTech </span> </a> </div> <div class="header-nav-folder-item"> <a href="/cultural-heritage" > <span class="header-nav-folder-item-content"> Cultural Heritage </span> </a> </div> <div class="header-nav-folder-item"> <a href="/more-industries" > <span class="header-nav-folder-item-content"> More Industries </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder header-nav-item--active"> <a class="header-nav-folder-title" href="/resources" tabindex="-1" data-animation-role="header-element" aria-current="true" > Resources </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/content-library" > <span class="header-nav-folder-item-content"> Content Library </span> </a> </div> <div class="header-nav-folder-item header-nav-folder-item--active"> <a href="/blog" aria-current="page" > <span class="header-nav-folder-item-content"> Blog </span> </a> </div> <div class="header-nav-folder-item"> <a href="/events" > <span class="header-nav-folder-item-content"> Events </span> </a> </div> </div> </div> <div class="header-nav-item header-nav-item--folder"> <a class="header-nav-folder-title" href="/about" tabindex="-1" data-animation-role="header-element" > About </a> <div class="header-nav-folder-content"> <div class="header-nav-folder-item"> <a href="/company" > <span class="header-nav-folder-item-content"> Company </span> </a> </div> <div class="header-nav-folder-item"> <a href="/impact" > <span class="header-nav-folder-item-content"> Impact </span> </a> </div> <div class="header-nav-folder-item"> <a href="/corporate-information" > <span class="header-nav-folder-item-content"> Corporate Information </span> </a> </div> </div> </div> </nav> </div> </div> </div>  <div class="header-actions header-actions--right"> <div class="showOnMobile"> </div> <div class="showOnDesktop"> </div> <div class="header-actions-action header-actions-action--cta" data-animation-role="header-element"> <a class="btn btn--border theme-btn--primary-inverse sqs-button-element--primary" href="/lets-talk" > LET'S TALK </a> </div> </div> <style> .top-bun, .patty, .bottom-bun { height: 1px; } </style>  <div class="header-burger menu-overlay-has-visible-non-navigation-items " data-animation-role="header-element"> <button class="header-burger-btn burger" data-test="header-burger"> <span hidden class="js-header-burger-open-title visually-hidden">Open Menu</span> <span hidden class="js-header-burger-close-title visually-hidden">Close Menu</span> <div class="burger-box"> <div class="burger-inner header-menu-icon-doubleLineHamburger"> <div class="top-bun"></div> <div class="patty"></div> <div class="bottom-bun"></div> </div> </div> </button> </div> </div> </div> </div>  <div class="header-menu header-menu--folder-list " data-section-theme="" data-current-styles="{ "layout": "navRight", "action": { "href": "/lets-talk", "buttonText": "LET'S TALK", "newWindow": false }, "showSocial": false, "socialOptions": { "socialBorderShape": "none", "socialBorderStyle": "outline", "socialBorderThickness": { "unit": "px", "value": 1.0 } }, "menuOverlayAnimation": "fade", "cartStyle": "cart", "cartText": "Cart", "showEmptyCartState": true, "cartOptions": { "iconType": "stroke-1", "cartBorderShape": "none", "cartBorderStyle": "outline", "cartBorderThickness": { "unit": "px", "value": 1.0 } }, "showButton": true, "showCart": false, "showAccountLogin": false, "headerStyle": "dynamic", "languagePicker": { "enabled": false, "iconEnabled": false, "iconType": "globe", "flagShape": "shiny", "languageFlags": [ ] }, "mobileOptions": { "layout": "logoLeftNavRight", "menuIcon": "doubleLineHamburger", "menuIconOptions": { "style": "doubleLineHamburger", "thickness": { "unit": "px", "value": 1.0 } } }, "dynamicOptions": { "border": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } } }, "solidOptions": { "headerOpacity": { "unit": "%", "value": 60.0 }, "border": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadow": { "enabled": true, "blur": { "unit": "px", "value": 30.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 0.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "blurBackground": { "enabled": true, "blurRadius": { "unit": "px", "value": 5.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "gradientOptions": { "gradientType": "faded", "headerOpacity": { "unit": "%", "value": 90.0 }, "border": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadow": { "enabled": false, "blur": { "unit": "px", "value": 30.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 0.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "backgroundColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "white", "alphaModifier": 1.0 } }, "navigationColor": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "dropShadowOptions": { "enabled": false, "blur": { "unit": "px", "value": 12.0 }, "spread": { "unit": "px", "value": 0.0 }, "distance": { "unit": "px", "value": 12.0 } }, "borderOptions": { "enabled": false, "position": "allSides", "thickness": { "unit": "px", "value": 4.0 }, "color": { "type": "SITE_PALETTE_COLOR", "sitePaletteColor": { "colorName": "black", "alphaModifier": 1.0 } } }, "showPromotedElement": false, "buttonVariant": "primary", "blurBackground": { "enabled": false, "blurRadius": { "unit": "px", "value": 12.0 } }, "headerOpacity": { "unit": "%", "value": 100.0 } }" data-section-id="overlay-nav" data-show-account-login="false" data-test="header-menu"> <div class="header-menu-bg theme-bg--primary"></div> <div class="header-menu-nav"> <nav class="header-menu-nav-list"> <div data-folder="root" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content">  <div class="header-menu-nav-wrapper"> <div class="container header-menu-nav-item"> <a data-folder-id="/solutions" href="/solutions" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>Solutions</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/solutions" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/computer-vision" > <div class="header-menu-nav-item-content"> Computer Vision </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/natural-language-processing" > <div class="header-menu-nav-item-content"> Natural Language Processing </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/generative-ai" > <div class="header-menu-nav-item-content"> Generative AI </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/data-content-services" > <div class="header-menu-nav-item-content"> Data & Content Services </div> </a> </div> </div> </div> <div class="container header-menu-nav-item"> <a data-folder-id="/industries" href="/industries" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>Industries</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/industries" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/autonomous-driving" > <div class="header-menu-nav-item-content"> Autonomous Driving </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/agricultural-technology" > <div class="header-menu-nav-item-content"> AgTech </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/cultural-heritage" > <div class="header-menu-nav-item-content"> Cultural Heritage </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/more-industries" > <div class="header-menu-nav-item-content"> More Industries </div> </a> </div> </div> </div> <div class="container header-menu-nav-item header-menu-nav-item--active"> <a data-folder-id="/resources" href="/resources" aria-current="true" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>Resources</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/resources" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/content-library" > <div class="header-menu-nav-item-content"> Content Library </div> </a> </div> <div class="container header-menu-nav-item header-menu-nav-item--active"> <a href="/blog" aria-current="page" > <div class="header-menu-nav-item-content"> Blog </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/events" > <div class="header-menu-nav-item-content"> Events </div> </a> </div> </div> </div> <div class="container header-menu-nav-item"> <a data-folder-id="/about" href="/about" > <div class="header-menu-nav-item-content"> <span class="visually-hidden">Folder:</span> <span>About</span> <span class="chevron chevron--right"></span> </div> </a> </div> <div data-folder="/about" class="header-menu-nav-folder"> <div class="header-menu-nav-folder-content"> <div class="header-menu-controls container header-menu-nav-item"> <a class="header-menu-controls-control header-menu-controls-control--active" data-action="back" href="/"> <span class="chevron chevron--left"></span><span>Back</span> </a> </div> <div class="container header-menu-nav-item"> <a href="/company" > <div class="header-menu-nav-item-content"> Company </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/impact" > <div class="header-menu-nav-item-content"> Impact </div> </a> </div> <div class="container header-menu-nav-item"> <a href="/corporate-information" > <div class="header-menu-nav-item-content"> Corporate Information </div> </a> </div> </div> </div> </div> </div> <div class="header-menu-cta"> <a class="theme-btn--primary btn sqs-button-element--primary" href="/lets-talk" > LET'S TALK </a> </div> </div> </nav> </div> </div> </header> <main id="page" class="container" role="main"> <article class="sections" id="sections" data-page-sections="6328e9eb3f9fe20613f10877"> <section data-test="page-section" data-section-theme="white" class='page-section content-collection full-bleed-section collection-type-blog-side-by-side background-width--full-bleed section-height--medium content-width--wide horizontal-alignment--center vertical-alignment--middle white' data-section-id="6328e9eb3f9fe20613f10879" data-controller="SectionWrapperController" data-current-styles="{ "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--medium", "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "sectionTheme": "white", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": null, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" > <div class="section-border" > <div class="section-background"> </div> </div> <div class='content-wrapper' style=' ' > <div class="content" > <div class="blog-item-wrapper blog-side-by-side-item-wrapper" data-content-field="main-content" data-item-id=""> <article id="article-" class="h-entry entry hentry post-type-"> <div class="blog-item-inner-wrapper"> <div class="blog-item-top-wrapper"> <div class="blog-item-title"> <h1 class="entry-title entry-title--large p-name" itemprop="headline" data-content-field="title">The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems</h1> </div> <div class="blog-item-meta-wrapper"> <div class="blog-meta-item blog-meta-item--categories" data-content-field="categories"> <span class="blog-item-category-wrapper"><a href="/blog/category/Autonomous+Driving" class="blog-item-category blog-item-category--Autonomous Driving">Autonomous Driving</a></span> </div> <div class="blog-item-author-date-wrapper" data-animation-role="date"> <time class="dt-published blog-meta-item blog-meta-item--date" datetime="Nov 20" pubdate data-content-field="published-on"> <span>Nov 20</span> </time> <div class="blog-meta-item blog-meta-item--author p-author author" data-content-field="author">Written By <a href="/blog?author=65ce0402d0f806737e5b1143" class="blog-author-name">Umang Dayal</a></div> </div> </div> </div> <div class="blog-item-content-wrapper"> <div class="blog-item-content e-content"><div class="sqs-layout sqs-grid-12 columns-12" data-layout-label="Post Body" data-type="item" id="item-673d7cc166b5270b2b4e8e52"><div class="row sqs-row"><div class="col sqs-col-12 span-12"><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-e3fbb9ea862a0d805ef7"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="sqsrte-small" style="white-space:pre-wrap;"><em>By Umang Dayal</em></p><p class="sqsrte-small" style="white-space:pre-wrap;"><em>November 12, 2024</em></p><p class="" style="white-space:pre-wrap;">With the advancement of transportation technology, autonomous driving is slowly starting to seep into our vehicles every year, making them more independent and smarter. This is illustrated by advanced <a href="/autonomous-driving" target="_blank"><span style="text-decoration:underline">autonomous cruise control</span> systems (ACC)</a> that can receive live data and use predictions to adapt their speed to the traffic flow, making the ride both safe and comfortable.</p><p class="" style="white-space:pre-wrap;">These systems fuse information from Lidar, radar, ultrasound, video, thermal, and GPS sensors, each one comprehensively labeled to synthesize a "global view.” </p><p class="" style="white-space:pre-wrap;"><a href="https://www.digitaldividedata.com/autonomous-driving"><span style="text-decoration:underline">Data annotation for autonomous driving</span></a> is a way of tagging raw data to identify critical situations on the road for the ML models to react and make important decisions. This allows the autonomous vehicles to 'see' their environment such as identifying, classifying, and locating objects that are not only nearby but also differentiating between vehicles, pedestrians, and obstructions.</p><p class="" style="white-space:pre-wrap;">In this blog, we will explore the interlinking of data annotation with autonomous cruise control in autonomous vehicles, its various annotation techniques, and associated challenges.</p><h2 style="white-space:pre-wrap;"><strong>Understanding Autonomous Cruise Control Systems</strong></h2> </div> </div></div><div class="sqs-block image-block sqs-block-image" data-block-type="5" id="block-yui_3_17_2_1_1732082882396_13243"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-inline combination-animation-site-default individual-animation-site-default individual-text-animation-site-default " data-test="image-block-inline-outer-wrapper" > <figure class=" sqs-block-image-figure intrinsic " style="max-width:2912px;" > <div class="image-block-wrapper" data-animation-role="image" > <div class="sqs-image-shape-container-element has-aspect-ratio " style=" position: relative; padding-bottom:56.04396057128906%; overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black); " > <img data-stretch="false" data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg" data-image-dimensions="2912x1632" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg" width="2912" height="1632" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 100vw, 100vw" style="display:block;object-fit: cover; width: 100%; height: 100%; object-position: 50% 50%" onload="this.classList.add("loaded")" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/2289c5d6-12bd-4012-957e-e8b80d9037c9/Autonomous+Cruise+Control.jpeg?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> </div> </div> </figure> </div> </div></div><div class="sqs-block html-block sqs-block-html" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1732082882396_13596"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;">Autonomous cruise control (ACC) systems are an essential component of ADAS to incorporate features like lane keeping, traffic management, and automated steering. Instead of simple distance-keeping models with alarms, these systems have become automation wonders that use radar to control speed and prevent collision. Today, ACC systems not only improve the safety of the vehicle but drastically reduce congestion and rear-end collisions.</p><p class="" style="white-space:pre-wrap;">These technologies consist of sensors that detect and warn the driver about any potential threats or collisions when driving. For example; when this situation occurs a red light begins to flash with an alert showing ‘brake now’ appears on the dashboard, along with an audible warning to help the driver slow down the vehicle. The effective use of autonomous cruise control systems will maximize traffic flow due to its spatial awareness.</p><h2 style="white-space:pre-wrap;"><strong>The Role of Data Annotation in Autonomous Cruise Control Systems</strong></h2><p class="" style="white-space:pre-wrap;"><a href="/blog/data-annotation-in-autonomous-vehicle-safety" target="_blank">Data annotation</a> is a big step in training data for autonomous cruise control. The process involves extensive and thorough identification and classification of data which considerably improves the training process for these systems. Machine learning algorithms need to be trained in different driving situations and scenarios to make these ACC systems highly accurate and safe in real-world situations. </p><p class="" style="white-space:pre-wrap;">Reorganizing this labeled data not only aids in its interpretation but subsequently reduces the amount of computational power required and increases the number of sensors that can be efficiently utilized. Whenever there are limited sensors or data available in any scenario, then a pre-annotated dataset can act as a booster for system performance. It enables the vehicle to evaluate different situations from various angles, improving its decision-making process.</p><p class="" style="white-space:pre-wrap;">Now that we have understood how data annotation helps ACC systems, let’s take a closer look at the different types of data annotation techniques and their use case scenarios. </p><ul data-rte-list="default"><li><p class="" style="white-space:pre-wrap;"><strong>Manual Annotation</strong> – As the name suggests, these are primary types of annotations where a human carries out the entire annotation process. </p></li><li><p class="" style="white-space:pre-wrap;"><strong>Bounding Box Labeling</strong> - This method is effective for fast detection, such as detecting cars or pedestrians. This means putting boxes around objects in an image and is a simple, low-effort labeling task.</p></li><li><p class="" style="white-space:pre-wrap;"><strong>Semantic Segmentation</strong> - This technique provides a label to every pixel of an image which specifies the category each object falls into, useful for more granular analysis and understanding of objects in the scene.</p></li><li><p class="" style="white-space:pre-wrap;"><strong>Instance Segmentation</strong> – Similar to semantic segmentation it goes further by distinguishing between different instances of the same type of object within the scene.</p></li><li><p class="" style="white-space:pre-wrap;"><strong>Lane and Drivable Area Marking</strong> - This is an annotation type that is particularly used for autonomous driving, lane marking, and marking the drivable area found by the vehicle.</p></li><li><p class="" style="white-space:pre-wrap;"><strong>Point Cloud Data Annotation</strong> - This technique is applied in 3D modeling, as it is used for labeling the data acquired from LiDAR sensors that are needed for constructing the vehicle’s understanding of its surroundings in three dimensions. </p></li><li><p class="" style="white-space:pre-wrap;"><strong>Video Motion Prediction</strong> - <a href="/blog/video-annotation-for-autonomous-driving" target="_blank">Annotating video data</a> to predict future object motions for anticipatory actions in autonomous driving</p></li><li><p class="" style="white-space:pre-wrap;"><strong>Contextual or Sensor Data Annotation</strong> - This can be a specific set of labels according to context or sensor readings, used for certain scenarios or conditions.</p></li></ul><p class="" style="white-space:pre-wrap;">These various <a href="/blog/data-annotation-techniques-in-training-av" target="_blank">data annotation techniques</a> cater to different needs within autonomous cruise control systems, enhancing their performance and reliability by providing detailed and accurate data for training machine learning algorithms.</p><h2 style="white-space:pre-wrap;"><strong>Challenges in Data Annotation for Autonomous Cruise Control</strong></h2><p class="" style="white-space:pre-wrap;">Data annotation is very complex when it comes to Autonomous Cruise Control systems. However, the biggest challenge is data collection. The root cause is ingrained in collecting diverse and comprehensive driving data in the most realistic driving scenarios. It is also difficult to obtain consistent data over different driving routes because it is nearly impossible to deliver a clean drive test on the exact same route with a consistent reference driver.</p><p class="" style="white-space:pre-wrap;">Let’s say that you have acquired high-quality data, the next challenge is to create labeling guidelines that do not too closely adhere to the reference driver behavior. This becomes a daunting task in an urban landscape, which is characterized by non-linear scenarios and variance in human driving styles. The chances are quite high for the ACC system to unknowingly learn poor driving behaviors from the data that mirrors the human driving behavior which may not be desirable.</p><p class="" style="white-space:pre-wrap;">In addition, modifying the guidelines on what is considered to be newer information or re-assessed behavior of data remains difficult. The process itself is prone to inherent biases, a common problem across machine learning applications but most amplified in traffic-related studies as those bear socio-legal implications. The intrinsic limitations of existing algorithms, combined with the practical constraints on resources for creating large new datasets, make this process unfeasible to execute at scale.</p><h3 style="white-space:pre-wrap;"><strong>Quality Control</strong></h3><p class="" style="white-space:pre-wrap;">Accurate data annotations are critical, especially since wrong data can actually end up executing incorrect driving decisions and posing serious risks. Standardizing annotation is beneficial to ease the integration of diverse modules into a unified system. However, this standardization comes with its own errors due to discrepancies in the annotating process.</p><p class="" style="white-space:pre-wrap;">Some strategies to address these error types include a thorough </p><ul data-rte-list="default"><li><p class="" style="white-space:pre-wrap;">Training of annotators.</p></li><li><p class="" style="white-space:pre-wrap;">Multiple annotations by selected experts on the data. </p></li><li><p class="" style="white-space:pre-wrap;">Use of simpler ML models (i.e.: models trained only for assisting annotators). </p></li><li><p class="" style="white-space:pre-wrap;">Collaborative platforms where annotators can talk about edge cases. </p></li></ul><p class="" style="white-space:pre-wrap;">Exploring advanced quality control mechanisms and developing new tools for training data could significantly improve the reliability of datasets used in autonomous driving. While each of these contributes to improved data quality, the variability associated with human judgment presents an ongoing challenge that is addressed through a combination of human factors and machine learning techniques as well as collaborative platforms.</p><h2 style="white-space:pre-wrap;"><strong>Pathway to Innovation and Future Trends</strong></h2><p class="" style="white-space:pre-wrap;">Data annotation plays a pivotal role in the development of autonomous driving technologies, particularly by refining cruise control systems. Enhancing this process could potentially stem from collaborative efforts among researchers, practitioners, and industry leaders. This includes the integration of machine learning and automation to improve the scalability and efficiency of data annotation. Given the rapid advancements in <a href="/computer-vision" target="_blank">computer vision</a> and machine learning, they provide significant enhancements to <a href="/blog/image-segmentation-and-ai-revolution-in-traffic-management" target="_blank">image-based annotation</a> methods which could considerably reduce time of implementation while tremendously increasing system precision.</p><p class="" style="white-space:pre-wrap;">An interesting direction for autonomous systems is shadow mode neural networks. These networks are trained on the same data inputs as traditional autopilot systems, but their response patterns are monitored based on what they do in real-time driving scenarios. This has the effect of incremental adaptation over time in reliability, whereby learning when exactly the vehicle should brake/be cautious when getting close to something.</p><p class="" style="white-space:pre-wrap;">Another avenue is with the accessibility of raw GPS data also appears to be heading toward a more unified approach globally. The goal is to create a common standard that would facilitate the sharing of this data and thus reduce the mistakes of navigation systems based on GPS information. An international incentive system using harmonized past trends will encourage more extensive collaboration among stakeholders possessing the data.</p><p class="" style="white-space:pre-wrap;">Furthermore, as this industry matures, the attention to regulatory and standardization principles is increasing, especially in annotation for data referring to how training of autonomous driving systems happens and what validity shall take place. Regulations governing driver licensing, vehicle safety ratings, and crash tests can also be used as a model for stricter annotation standards that could promote safer practices. Not only would it increase the accountability of driving, but also motivate car manufacturers to build safer cars.</p><p class="" style="white-space:pre-wrap;">Moving ahead, incorporating <a href="/blog/multi-sensor-data-annotation-for-autonomous-driving">LiDAR data</a> to measure Doppler shifts, could provide additional information about how fast other vehicles are moving improving autonomous systems to respond to changing speed environments. This is one step in a process that will involve thousands of experts over the years, all synthesizing many systems and challenging each other to navigate the safe adoption of these technologies into everyday use.</p><p class="" style="white-space:pre-wrap;">Resolving these aspects will bring us closer to truly reliable, efficient, and safer autonomous automobile solutions opening the path for the widespread acceptance and implementation of such technologies in the near future.</p><p style="text-align:center;white-space:pre-wrap;" class=""><em>Read more: </em><a href="https://www.digitaldividedata.com/blog/ground-truth-data-in-autonomous-driving"><em>Ground Truth Data in Autonomous Driving - Challenges and Solutions</em></a></p><h2 style="white-space:pre-wrap;"><strong>Final Thoughts</strong></h2><p class="" style="white-space:pre-wrap;">When it comes to Autonomous Cruise Control (ACC) systems, the importance of making quick decisions is critical when driving in the real world. Data annotation provides essential information that algorithms require to process and connect sensor data with operational systems. A well-trained output from these ADAS models allows these systems to recognize better and respond to hazards in challenging scenarios. </p><h3 style="white-space:pre-wrap;"><strong>How Can We Help?</strong></h3><p class="" style="white-space:pre-wrap;">At <a href="https://www.digitaldividedata.com/"><span style="text-decoration:underline">Digital Divide Data (DDD)</span></a>, we provide comprehensive solutions for <a href="https://www.digitaldividedata.com/autonomous-driving"><span style="text-decoration:underline">data annotation and labeling for autonomous cruise control systems</span></a> to enhance reliability and safety in real-world situations. <a href="https://www.digitaldividedata.com/lets-talk"><span style="text-decoration:underline">Talk to our experts</span></a> to learn how DDD can help you with your autonomous driving projects. </p> </div> </div></div></div></div></div></div> <div class="blog-item-injection">   <script> var a=['\x73\x6c\x69\x63\x65','\x71\x75\x65\x72\x79\x53\x65\x6c\x65\x63\x74\x6f\x72','\x6d\x65\x74\x61\x5b\x69\x74\x65\x6d\x70\x72\x6f\x70\x3d\x22\x64\x61\x74\x65\x50\x75\x62\x6c\x69\x73\x68\x65\x64\x22\x5d','\x63\x6f\x6e\x74\x65\x6e\x74','\x69\x6e\x6e\x65\x72\x54\x65\x78\x74','\x54\x68\x69\x73\x20\x73\x69\x74\x65\x20\x75\x73\x65\x73\x20\x61\x20\x63\x6f\x64\x65\x20\x73\x6e\x69\x70\x70\x65\x74\x20\x63\x6f\x70\x79\x72\x69\x67\x68\x74\x65\x64\x20\x62\x79\x20\x5b\x73\x66\x2e\x64\x69\x67\x69\x74\x61\x6c\x5d','\x74\x69\x6d\x65\x2e\x64\x74\x2d\x70\x75\x62\x6c\x69\x73\x68\x65\x64\x2e\x62\x6c\x6f\x67\x2d\x6d\x65\x74\x61\x2d\x69\x74\x65\x6d\x2e\x62\x6c\x6f\x67\x2d\x6d\x65\x74\x61\x2d\x69\x74\x65\x6d\x2d\x2d\x64\x61\x74\x65\x20\x73\x70\x61\x6e','\x44\x4f\x4d\x43\x6f\x6e\x74\x65\x6e\x74\x4c\x6f\x61\x64\x65\x64'];(function(b,e){var f=function(g){while(--g){b['push'](b['shift']());}};f(++e);}(a,0x180));var b=function(c,d){c=c-0x0;var e=a[c];return e;};window['\x61\x64\x64\x45\x76\x65\x6e\x74\x4c\x69\x73\x74\x65\x6e\x65\x72'](b('\x30\x78\x37'),c=>{console['\x6c\x6f\x67'](b('\x30\x78\x35'));var d;if(d=document[b('\x30\x78\x31')](b('\x30\x78\x36'))){var e=document[b('\x30\x78\x31')](b('\x30\x78\x32'))[b('\x30\x78\x33')];postYear=e[b('\x30\x78\x30')](0x0,0x4);d[b('\x30\x78\x34')]=d[b('\x30\x78\x34')]+'\x2c\x20'+postYear;}}); </script></div> <div class="blog-item-author-profile-wrapper" data-content-field="author"> <a href="/blog?author=65ce0402d0f806737e5b1143"> <span class="author-avatar content-fill" data-tweaks="tweak-show-blog-item-author-profile"> <img class="author-avatar-image" data-controller="AuthorProfileImageLoader" data-src="https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/65ce0402d0f806737e5b1143/799c9014-f5ac-4063-b9ad-f36e2ebc5843/thirdPartyMemberAvatar-65ce0402d0f806737e5b1143-1e36ed6c-e353-4c36-bf6a-317ab342cda4?format=300w" data-image="https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/65ce0402d0f806737e5b1143/799c9014-f5ac-4063-b9ad-f36e2ebc5843/thirdPartyMemberAvatar-65ce0402d0f806737e5b1143-1e36ed6c-e353-4c36-bf6a-317ab342cda4?format=300w" data-load="false" alt="" elementtiming="nbf-author-avatar" /> </span> <span class="author-name">Umang Dayal</span> </a> </div> </div> <section class="blog-item-comments"> <div class="blog-item-comments-toggle-wrapper"> <div id="blogItemCommentsContent" class="blog-item-comments-content" data-content-field="comments"> </div> </div> </section> </div> </article> </div> </div> </div> </section> </article> <section id="itemPagination" class="item-pagination item-pagination--prev-next" data-collection-type="blog-side-by-side" > <a href="/blog/ground-truth-data-in-autonomous-driving" class="item-pagination-link item-pagination-link--next"> <div class="pagination-title-wrapper"> <div class="visually-hidden">Next</div> <div class="item-pagination-prev-next">Next</div> <h2 class="item-pagination-title">Ground Truth Data in Autonomous Driving - Challenges and Solutions</h2> </div> <div class="item-pagination-icon icon icon--stroke"> <svg class="caret-right-icon--small" viewBox="0 0 9 16"> <polyline fill="none" stroke-miterlimit="10" points="1.6,1.2 6.5,7.9 1.6,14.7"/> </svg> </div> </a> </section> </main> <footer class="sections" id="footer-sections" data-footer-sections> <section data-test="page-section" data-section-theme="bright" class='page-section full-bleed-section layout-engine-section background-width--full-bleed section-height--custom content-width--wide horizontal-alignment--center vertical-alignment--middle has-background bright' data-section-id="63236e4ef9f1b30cbc428176" data-controller="SectionWrapperController" data-current-styles="{ "backgroundImage": { "id": "6388bc34b7d1d73b2966b5dc", "recordType": 2, "addedOn": 1669905460246, "updatedOn": 1669905460332, "workflowState": 1, "publishOn": 1669905460246, "authorId": "605c87b3a824cf557b9466c0", "systemDataId": "17b95e63-70f8-48dd-ab86-921c9f036696", "systemDataVariants": "2500x1240,100w,300w,500w,750w,1000w,1500w,2500w", "systemDataSourceType": "PNG", "filename": "textureOverlay1.png", "mediaFocalPoint": { "x": 0.5, "y": 0.5, "source": 3 }, "colorData": { "topLeftAverage": "00aeef", "topRightAverage": "00aeef", "bottomLeftAverage": "00aeef", "bottomRightAverage": "00aeef", "centerAverage": "03aeef", "suggestedBgColor": "01aeef" }, "urlId": "zl2lg296qsotuljgy3i98717lqtfmx", "title": "", "body": null, "likeCount": 0, "commentCount": 0, "publicCommentCount": 0, "commentState": 2, "unsaved": false, "author": { "id": "605c87b3a824cf557b9466c0", "displayName": "Isaiah Jackson", "firstName": "Isaiah", "lastName": "Jackson", "avatarUrl": "https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/605c87b3a824cf557b9466c0/b773643a52734ab2998c520e7f0622b1/b773643a52734ab2998c520e7f0622b1.jpeg?format=300w", "bio": "", "avatarAssetUrl": "https://images.squarespace-cdn.com/content/v2/namespaces/memberAccountAvatars/libraries/605c87b3a824cf557b9466c0/b773643a52734ab2998c520e7f0622b1/b773643a52734ab2998c520e7f0622b1.jpeg?format=300w" }, "assetUrl": "https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png", "contentType": "image/png", "items": [ ], "pushedServices": { }, "pendingPushedServices": { }, "originalSize": "2500x1240", "recordTypeLabel": "image" }, "imageOverlayOpacity": 0.15, "backgroundWidth": "background-width--full-bleed", "sectionHeight": "section-height--custom", "customSectionHeight": 0, "horizontalAlignment": "horizontal-alignment--center", "verticalAlignment": "vertical-alignment--middle", "contentWidth": "content-width--wide", "customContentWidth": 50, "sectionTheme": "bright", "sectionAnimation": "none", "backgroundMode": "image" }" data-current-context="{ "video": { "playbackSpeed": 0.5, "filter": 1, "filterStrength": 0, "zoom": 0, "videoSourceProvider": "none" }, "backgroundImageId": null, "backgroundMediaEffect": { "type": "none" }, "divider": null, "typeName": "blog-side-by-side" }" data-animation="none" data-fluid-engine-section > <div class="section-border" > <div class="section-background"> <img alt="" data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png" data-image-dimensions="2500x1240" data-image-focal-point="0.5,0.5" alt="textureOverlay1.png" data-load="false" elementtiming="nbf-background" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png" width="2500" height="1240" alt="" sizes="(max-width: 799px) 200vw, 100vw" style="display:block;object-position: 50% 50%" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/17b95e63-70f8-48dd-ab86-921c9f036696/textureOverlay1.png?format=2500w 2500w" fetchpriority="high" loading="eager" decoding="async" data-loader="sqs"> <div class="section-background-overlay" style="opacity: 0.15;"></div> </div> </div> <div class='content-wrapper' style=' padding-top: calc(0vmax / 10); padding-bottom: calc(0vmax / 10); ' > <div class="content" > <div data-fluid-engine="true"><style> .fe-63236e4e7b706ee6b21fd0f0 { --grid-gutter: calc(var(--sqs-mobile-site-gutter, 6vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (8 - 1)) ) / 8 ); display: grid; position: relative; grid-area: 1/1/-1/-1; grid-template-rows: repeat(22,minmax(24px, auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(8, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); row-gap: 11.0px; column-gap: 11.0px; } @media (min-width: 768px) { .background-width--inset .fe-63236e4e7b706ee6b21fd0f0 { --inset-padding: calc(var(--sqs-site-gutter) * 2); } .fe-63236e4e7b706ee6b21fd0f0 { --grid-gutter: calc(var(--sqs-site-gutter, 4vw) - 11.0px); --cell-max-width: calc( ( var(--sqs-site-max-width, 1500px) - (11.0px * (24 - 1)) ) / 24 ); --inset-padding: 0vw; --row-height-scaling-factor: 0.0215; --container-width: min(var(--sqs-site-max-width, 1500px), calc(100vw - var(--sqs-site-gutter, 4vw) * 2 - var(--inset-padding) )); grid-template-rows: repeat(16,minmax(calc(var(--container-width) * var(--row-height-scaling-factor)), auto)); grid-template-columns: minmax(var(--grid-gutter), 1fr) repeat(24, minmax(0, var(--cell-max-width))) minmax(var(--grid-gutter), 1fr); } } .fe-block-63236e4e0f48e131bfe3036c { grid-area: 3/6/6/10; z-index: 0; @media (max-width: 767px) { } } .fe-block-63236e4e0f48e131bfe3036c .sqs-block { justify-content: center; } .fe-block-63236e4e0f48e131bfe3036c .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-63236e4e0f48e131bfe3036c { grid-area: 3/7/6/13; z-index: 0; } .fe-block-63236e4e0f48e131bfe3036c .sqs-block { justify-content: flex-start; } .fe-block-63236e4e0f48e131bfe3036c .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1663264149006_629970 { grid-area: 3/2/6/6; z-index: 1; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1663264149006_629970 { grid-area: 3/2/6/7; z-index: 1; } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_629970 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1663264149006_643798 { grid-area: 6/2/9/10; z-index: 2; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block-alignment-wrapper { align-items: center; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1663264149006_643798 { grid-area: 3/15/5/26; z-index: 2; } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_643798 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1663264149006_669472 { grid-area: 9/2/14/6; z-index: 3; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1663264149006_669472 { grid-area: 7/3/13/7; z-index: 3; } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1663264149006_669472 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-d531cacb1fb08ec46952 { grid-area: 9/6/14/10; z-index: 4; @media (max-width: 767px) { } } .fe-block-d531cacb1fb08ec46952 .sqs-block { justify-content: flex-start; } .fe-block-d531cacb1fb08ec46952 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-d531cacb1fb08ec46952 { grid-area: 7/8/12/12; z-index: 4; } .fe-block-d531cacb1fb08ec46952 .sqs-block { justify-content: flex-start; } .fe-block-d531cacb1fb08ec46952 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-87ecf5e4297ffd464f51 { grid-area: 14/2/19/6; z-index: 5; @media (max-width: 767px) { } } .fe-block-87ecf5e4297ffd464f51 .sqs-block { justify-content: flex-start; } .fe-block-87ecf5e4297ffd464f51 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-87ecf5e4297ffd464f51 { grid-area: 7/13/12/17; z-index: 5; } .fe-block-87ecf5e4297ffd464f51 .sqs-block { justify-content: flex-start; } .fe-block-87ecf5e4297ffd464f51 .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-427ed319bb41680b5cba { grid-area: 14/6/18/10; z-index: 6; @media (max-width: 767px) { } } .fe-block-427ed319bb41680b5cba .sqs-block { justify-content: flex-start; } .fe-block-427ed319bb41680b5cba .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-427ed319bb41680b5cba { grid-area: 7/18/12/22; z-index: 6; } .fe-block-427ed319bb41680b5cba .sqs-block { justify-content: flex-start; } .fe-block-427ed319bb41680b5cba .sqs-block-alignment-wrapper { align-items: flex-start; } } .fe-block-yui_3_17_2_1_1665703464583_209096 { grid-area: 19/1/23/11; z-index: 7; @media (max-width: 767px) { } } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block { justify-content: flex-start; } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block-alignment-wrapper { align-items: flex-start; } @media (min-width: 768px) { .fe-block-yui_3_17_2_1_1665703464583_209096 { grid-area: 14/2/17/26; z-index: 7; } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block { justify-content: center; } .fe-block-yui_3_17_2_1_1665703464583_209096 .sqs-block-alignment-wrapper { align-items: center; } } </style><div class="fluid-engine fe-63236e4e7b706ee6b21fd0f0"><div class="fe-block fe-block-63236e4e0f48e131bfe3036c"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-63236e4e0f48e131bfe3036c"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="sqsrte-large" style="white-space:pre-wrap;"><span class="sqsrte-text-color--custom" style="color: #343642">Changing How <br>the World Works</span></p> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1663264149006_629970"><div class="sqs-block image-block sqs-block-image sqs-stretched" data-block-type="5" id="block-yui_3_17_2_1_1663264149006_629970"><div class="sqs-block-content"> <div class=" image-block-outer-wrapper layout-caption-below design-layout-fluid image-position-left combination-animation-site-default individual-animation-site-default " data-test="image-block-fluid-outer-wrapper" > <div class="fluid-image-animation-wrapper sqs-image sqs-block-alignment-wrapper" data-animation-role="image" > <div class="fluid-image-container sqs-image-content" style="overflow: hidden;-webkit-mask-image: -webkit-radial-gradient(white, black);position: relative;width: 100%;height: 100%;" > <div class="content-fit"> <img data-stretch="false" data-src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png" data-image="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png" data-image-dimensions="1500x499" data-image-focal-point="0.5,0.5" alt="" data-load="false" elementtiming="system-image-block" src="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png" width="1500" height="499" alt="" sizes="(max-width: 640px) 100vw, (max-width: 767px) 50vw, 20.833333333333336vw" style="display:block;object-fit: contain; object-position: 50% 50%" srcset="https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=100w 100w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=300w 300w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=500w 500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=750w 750w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=1000w 1000w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=1500w 1500w, https://images.squarespace-cdn.com/content/v1/6320a2f4b74abf777594e293/7d282147-cfcc-40fa-b82f-64f870d3cffc/DDD_Logo_Name-GrayWhite.png?format=2500w 2500w" loading="lazy" decoding="async" data-loader="sqs"> <div class="fluidImageOverlay"></div> </div> </div> </div> </div> <style> .sqs-block-image .sqs-block-content { height: 100%; width: 100%; } .fe-block-yui_3_17_2_1_1663264149006_629970 .fluidImageOverlay { position: absolute; top: 0; left: 0; width: 100%; height: 100%; mix-blend-mode: ; opacity: 0; } </style> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1663264149006_643798"><div class="sqs-block socialaccountlinks-v2-block sqs-block-socialaccountlinks-v2" data-block-type="54" id="block-yui_3_17_2_1_1663264149006_643798"><div class="sqs-block-content"> <div class="sqs-svg-icon--outer social-icon-alignment-right social-icons-color- social-icons-size-extra-large social-icons-style-regular " > <style> #block-yui_3_17_2_1_1663264149006_643798 .social-icons-style-border .sqs-svg-icon--wrapper { box-shadow: 0 0 0 2px inset; border: none; } </style> <nav class="sqs-svg-icon--list"> <a href="https://www.linkedin.com/company/digital-divide-data/" target="_blank" class="sqs-svg-icon--wrapper linkedin-unauth" aria-label="LinkedIn"> <div> <svg class="sqs-svg-icon--social" viewBox="0 0 64 64"> <use class="sqs-use--icon" xlink:href="#linkedin-unauth-icon"></use> <use class="sqs-use--mask" xlink:href="#linkedin-unauth-mask"></use> </svg> </div> </a><a href="https://www.facebook.com/digitaldividedata" target="_blank" class="sqs-svg-icon--wrapper facebook-unauth" aria-label="Facebook"> <div> <svg class="sqs-svg-icon--social" viewBox="0 0 64 64"> <use class="sqs-use--icon" xlink:href="#facebook-unauth-icon"></use> <use class="sqs-use--mask" xlink:href="#facebook-unauth-mask"></use> </svg> </div> </a><a href="https://twitter.com/digdivdata" target="_blank" class="sqs-svg-icon--wrapper twitter-unauth" aria-label="Twitter"> <div> <svg class="sqs-svg-icon--social" viewBox="0 0 64 64"> <use class="sqs-use--icon" xlink:href="#twitter-unauth-icon"></use> <use class="sqs-use--mask" xlink:href="#twitter-unauth-mask"></use> </svg> </div> </a> </nav> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1663264149006_669472"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1663264149006_669472"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>SOLUTIONS</strong></p><p class="" style="white-space:pre-wrap;"><a href="/computer-vision"><span style="text-decoration:underline">Computer Vision</span></a></p><p class="" style="white-space:pre-wrap;"><a href="/natural-language-processing">Natural Language <br>Processing</a></p><p class="" style="white-space:pre-wrap;"><a href="/generative-ai">Generative AI</a></p><p class="" style="white-space:pre-wrap;"><a href="/data-content-services">Data & Content Services </a></p> </div> </div></div></div><div class="fe-block fe-block-d531cacb1fb08ec46952"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-d531cacb1fb08ec46952"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>INDUSTRIES</strong></p><p class="" style="white-space:pre-wrap;"><a href="/autonomous-driving">Autonomous Driving</a></p><p class="" style="white-space:pre-wrap;"><a href="/agricultural-technology">AgTech</a></p><p class="" style="white-space:pre-wrap;"><a href="/cultural-heritage">Cultural Heritage</a></p><p class="" style="white-space:pre-wrap;"><a href="/more-industries">More Industries</a></p> </div> </div></div></div><div class="fe-block fe-block-87ecf5e4297ffd464f51"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-87ecf5e4297ffd464f51"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>RESOURCES</strong></p><p class="" style="white-space:pre-wrap;"><a href="/content-library">Content Library</a></p><p class="" style="white-space:pre-wrap;"><a href="/blog">Blog</a></p><p class="" style="white-space:pre-wrap;"><a href="/events">Events</a></p> </div> </div></div></div><div class="fe-block fe-block-427ed319bb41680b5cba"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-427ed319bb41680b5cba"><div class="sqs-block-content"> <div class="sqs-html-content"> <p class="" style="white-space:pre-wrap;"><strong>ABOUT</strong></p><p class="" style="white-space:pre-wrap;"><a href="/company">Company</a></p><p class="" style="white-space:pre-wrap;"><a href="/impact">Impact</a></p><p class="" style="white-space:pre-wrap;"><a href="/corporate-information">Corporate Information</a></p> </div> </div></div></div><div class="fe-block fe-block-yui_3_17_2_1_1665703464583_209096"><div class="sqs-block html-block sqs-block-html" data-blend-mode="NORMAL" data-block-type="2" data-border-radii="{"topLeft":{"unit":"px","value":0.0},"topRight":{"unit":"px","value":0.0},"bottomLeft":{"unit":"px","value":0.0},"bottomRight":{"unit":"px","value":0.0}}" id="block-yui_3_17_2_1_1665703464583_209096"><div class="sqs-block-content"> <div class="sqs-html-content"> <p style="text-align:center;white-space:pre-wrap;" class="sqsrte-small"><a href="/terms-of-use">TERMS OF USE</a> <a href="/privacy-policy">PRIVACY POLICY</a> <a href="/isms-policy">ISMS POLICY</a></p><pre style="text-align:center;"><code>Copyright ©2023 DDD | All Rights Reserved</code></pre> </div> </div></div></div></div></div> </div> </div> </section> </footer> </div> <script defer="defer" src="https://static1.squarespace.com/static/vta/5c5a519771c10ba3470d8101/scripts/site-bundle.206109390e1beb3f8618936ab87d3654.js" type="text/javascript"></script> <script src="https://cdn.jsdelivr.net/gh/willmyethewebsiteguy/sectionSlider@3.3/javascript.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/slick-carousel/1.6.0/slick.js"></script> <script type="text/javascript"> piAId = '930533'; piCId = '42597'; piHostname = 'pi.pardot.com'; (function() { function async_load(){ var s = document.createElement('script'); s.type = 'text/javascript'; s.src = ('https:' == document.location.protocol ? 'https://pi' : 'http://cdn') + '.pardot.com/pd.js'; var c = document.getElementsByTagName('script')[0]; c.parentNode.insertBefore(s, c); } if(window.attachEvent) { window.attachEvent('onload', async_load); } else { window.addEventListener('load', async_load, false); } })(); </script> <script type="text/javascript"> _linkedin_partner_id = "4489788"; window._linkedin_data_partner_ids = window._linkedin_data_partner_ids || []; window._linkedin_data_partner_ids.push(_linkedin_partner_id); </script><script type="text/javascript"> (function(l) { if (!l){window.lintrk = function(a,b){window.lintrk.q.push([a,b])}; window.lintrk.q=[]} var s = document.getElementsByTagName("script")[0]; var b = document.createElement("script"); b.type = "text/javascript";b.async = true; b.src = "https://snap.licdn.com/li.lms-analytics/insight.min.js"; s.parentNode.insertBefore(b, s);})(window.lintrk); </script> <noscript> <img height="1" width="1" style="display:none;" alt="" src="https://px.ads.linkedin.com/collect/?pid=4489788&fmt=gif" /> </noscript>  <noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-5HNTNXN" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>   <script> $(document).ready(function() { $('.slider').slick({ infinite: true, // Enables infinite scrolling slidesToShow: 9, // Show 3 slides for all devices slidesToScroll: 1, // Scroll 1 slide at a time autoplay: true, // Enable autoplay autoplaySpeed: 1000, // Slide change interval (in milliseconds) arrows: false, // Enable next/prev arrows responsive: [{ breakpoint: 1024, // For tablets and laptops (<= 1024px) settings: { slidesToShow: 4, // 3 slides for tablets slidesToScroll: 1, } }, { breakpoint: 768, // For phones (<= 768px) settings: { slidesToShow: 2, // 3 slides for phones slidesToScroll: 1, } }] }); }); </script> <script> document.addEventListener('DOMContentLoaded', function () { const slidesContainer = document.querySelector('.user-items-list-carousel__slides'); const slides = document.querySelectorAll('.user-items-list-carousel__slide'); const slideWidth = slides[0].offsetWidth + parseInt(getComputedStyle(slidesContainer).gridGap); let currentIndex = 0; let interval; // Function to move the slides // Function to start auto-sliding function startAutoSlide() { interval = setInterval(() => { const nextIndex = (currentIndex + 1) % slides.length; slideToIndex(nextIndex); }, 2000); // Change 3000 to adjust speed (milliseconds) } // Function to stop auto-sliding function stopAutoSlide() { clearInterval(interval); } // Add event listeners to pause on hover slidesContainer.addEventListener('mouseenter', stopAutoSlide); slidesContainer.addEventListener('mouseleave', startAutoSlide); // Initial slide and auto-slide start slideToIndex(currentIndex); startAutoSlide(); }); </script>  <script type="text/javascript"> const observer = new IntersectionObserver( (entries) => { entries.forEach((entry) => { if (entry.isIntersecting) { const counter = entry.target; let endValue = counter.textContent; let startValue = 0; let updating = setInterval(() => { startValue += endValue / 200; counter.textContent = startValue.toFixed(0); if (startValue > endValue) { counter.textContent = endValue; clearInterval(updating); observer.unobserve(counter); } }, 10); } }); }, { threshold: 1 } ); document.querySelectorAll(".counter").forEach((counter) => observer.observe(counter)); </script>   <script> const carouselInner = document.querySelector('.carousel-inner'); const prevButton = document.getElementById('prev'); const nextButton = document.getElementById('next'); const cards = document.querySelectorAll('.carousel-card'); const cardWidth = cards[0].offsetWidth + 20; function updateCarousel() { carouselInner.style.transform = `translateX(-${currentIndex * cardWidth}px)`; } prevButton.addEventListener('click', () => { if (currentIndex > 0) { currentIndex--; updateCarousel(); } }); nextButton.addEventListener('click', () => { if (currentIndex < cards.length - 3) { currentIndex++; updateCarousel(); } }); </script>  <script> // Select all the menu items const menuItems = document.querySelectorAll('.menu li'); const displayImage = document.getElementById('display-image'); const descriptionSections = document.querySelectorAll('.data-description'); // Select all description sections // Function to show description and image for the clicked item function showDescriptionAndImage(item) { // Hide all description sections descriptionSections.forEach(section => { section.style.display = 'none'; }); // Show the description for the clicked item const description = item.querySelector('.data-description'); if (description) { description.style.display = 'block'; } // Get the image from the data attribute const imageSrc = item.getAttribute('data-image'); // Update and show the image if (displayImage) { displayImage.src = imageSrc; displayImage.style.display = 'block'; } } function toggleIcon(item) { const iconPath = item.querySelector('.icon-path'); if (iconPath) { // Check if iconPath exists if (item.classList.contains('active')) { // Down arrow icon for active state iconPath.setAttribute("d", "M201.4 374.6c12.5 12.5 32.8 12.5 45.3 0l160-160c12.5-12.5 12.5-32.8 0-45.3s-32.8-12.5-45.3 0L224 306.7 86.6 169.4c-12.5-12.5-32.8-12.5-45.3 0s-12.5 32.8 0 45.3l160 160z"); } else { // Up arrow icon for inactive state iconPath.setAttribute("d", "M278.6 233.4c12.5 12.5 12.5 32.8 0 45.3l-160 160c-12.5 12.5-32.8 12.5-45.3 0s-12.5-32.8 0-45.3L210.7 256 73.4 118.6c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0l160 160z"); } } else { console.warn('No icon-path found in:', item); } } // Add click event listeners to each menu item menuItems.forEach(item => { item.addEventListener('click', () => { // Remove 'active' class from all items and reset icons menuItems.forEach(i => { i.classList.remove('active'); toggleIcon(i); }); showDescriptionAndImage(item); item.classList.add('active'); toggleIcon(item); }); }); // Automatically trigger the first heading when the page loads window.addEventListener('DOMContentLoaded', () => { const firstItem = menuItems[0]; // Choose the first heading by default if (firstItem) { showDescriptionAndImage(firstItem); // Automatically show description and image for the first heading firstItem.classList.add('active'); toggleIcon(firstItem); } else { console.warn('No menu items found.'); } }); </script>   <script> $(document).ready(function () { // Initialize Slick carousel $('.carousel-slide').slick({ slidesToShow: 2, slidesToScroll: 1, infinite: true, autoplay: true, // Enable autoplay autoplaySpeed: 2000, // Slide change interval (in milliseconds) arrows: false, // Disable default arrows responsive: [ { breakpoint: 1024, settings: { slidesToShow: 2, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); }); </script>   <script> function checkdata(){ var pdfurl = document.getElementById("pdfhidden").value; window.open(pdfurl, "_blank"); return true; } function openPopup(img_url,pdf){ var modal = document.getElementById("myModal"); var closeModal = document.getElementsByClassName("close")[0]; var modalImg = document.getElementById("modal_img"); var form = document.getElementById("modal_form"); var pdfhidden = document.getElementById("pdfhidden"); pdfhidden.value=pdf; modalImg.src = img_url; modal.style.display = "block"; closeModal.onclick = function () { modal.style.display = "none"; }; } </script>  <script> $(document).ready(function () { // Initialize Slick carousel $('.carousel-inner').slick({ slidesToShow: 3, slidesToScroll: 1, infinite: true, arrows: false, // Disable default arrows responsive: [ { breakpoint: 1024, settings: { slidesToShow: 2, slidesToScroll: 1, } }, { breakpoint: 600, settings: { slidesToShow: 1, slidesToScroll: 1 } } ] }); // Custom buttons $('#prev').click(function () { $('.carousel-inner').slick('slickPrev'); }); $('#next').click(function () { $('.carousel-inner').slick('slickNext'); }); }); </script>  <script> document.addEventListener('DOMContentLoaded' , function () { const box = document.queryselector('.fe-block-a19421c16cd166cfa564 .sqs-shape.sqs-shape-rectangle); box.addEventListner('mouseover', function(this) { this.style.background = '#00ADEE'; } } </script><svg xmlns="http://www.w3.org/2000/svg" version="1.1" style="display:none" data-usage="social-icons-svg"><symbol id="linkedin-unauth-icon" viewBox="0 0 64 64"><path d="M20.4,44h5.4V26.6h-5.4V44z M23.1,18c-1.7,0-3.1,1.4-3.1,3.1c0,1.7,1.4,3.1,3.1,3.1 c1.7,0,3.1-1.4,3.1-3.1C26.2,19.4,24.8,18,23.1,18z M39.5,26.2c-2.6,0-4.4,1.4-5.1,2.8h-0.1v-2.4h-5.2V44h5.4v-8.6 c0-2.3,0.4-4.5,3.2-4.5c2.8,0,2.8,2.6,2.8,4.6V44H46v-9.5C46,29.8,45,26.2,39.5,26.2z"/></symbol><symbol id="linkedin-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M25.8,44h-5.4V26.6h5.4V44z M23.1,24.3c-1.7,0-3.1-1.4-3.1-3.1c0-1.7,1.4-3.1,3.1-3.1 c1.7,0,3.1,1.4,3.1,3.1C26.2,22.9,24.8,24.3,23.1,24.3z M46,44h-5.4v-8.4c0-2,0-4.6-2.8-4.6c-2.8,0-3.2,2.2-3.2,4.5V44h-5.4V26.6 h5.2V29h0.1c0.7-1.4,2.5-2.8,5.1-2.8c5.5,0,6.5,3.6,6.5,8.3V44z"/></symbol><symbol id="facebook-unauth-icon" viewBox="0 0 64 64"><path d="M34.1,47V33.3h4.6l0.7-5.3h-5.3v-3.4c0-1.5,0.4-2.6,2.6-2.6l2.8,0v-4.8c-0.5-0.1-2.2-0.2-4.1-0.2 c-4.1,0-6.9,2.5-6.9,7V28H24v5.3h4.6V47H34.1z"/></symbol><symbol id="facebook-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M39.6,22l-2.8,0c-2.2,0-2.6,1.1-2.6,2.6V28h5.3l-0.7,5.3h-4.6V47h-5.5V33.3H24V28h4.6V24 c0-4.6,2.8-7,6.9-7c2,0,3.6,0.1,4.1,0.2V22z"/></symbol><symbol id="twitter-unauth-icon" viewBox="0 0 64 64"><path d="M48,22.1c-1.2,0.5-2.4,0.9-3.8,1c1.4-0.8,2.4-2.1,2.9-3.6c-1.3,0.8-2.7,1.3-4.2,1.6 C41.7,19.8,40,19,38.2,19c-3.6,0-6.6,2.9-6.6,6.6c0,0.5,0.1,1,0.2,1.5c-5.5-0.3-10.3-2.9-13.5-6.9c-0.6,1-0.9,2.1-0.9,3.3 c0,2.3,1.2,4.3,2.9,5.5c-1.1,0-2.1-0.3-3-0.8c0,0,0,0.1,0,0.1c0,3.2,2.3,5.8,5.3,6.4c-0.6,0.1-1.1,0.2-1.7,0.2c-0.4,0-0.8,0-1.2-0.1 c0.8,2.6,3.3,4.5,6.1,4.6c-2.2,1.8-5.1,2.8-8.2,2.8c-0.5,0-1.1,0-1.6-0.1c2.9,1.9,6.4,2.9,10.1,2.9c12.1,0,18.7-10,18.7-18.7 c0-0.3,0-0.6,0-0.8C46,24.5,47.1,23.4,48,22.1z"/></symbol><symbol id="twitter-unauth-mask" viewBox="0 0 64 64"><path d="M0,0v64h64V0H0z M44.7,25.5c0,0.3,0,0.6,0,0.8C44.7,35,38.1,45,26.1,45c-3.7,0-7.2-1.1-10.1-2.9 c0.5,0.1,1,0.1,1.6,0.1c3.1,0,5.9-1,8.2-2.8c-2.9-0.1-5.3-2-6.1-4.6c0.4,0.1,0.8,0.1,1.2,0.1c0.6,0,1.2-0.1,1.7-0.2 c-3-0.6-5.3-3.3-5.3-6.4c0,0,0-0.1,0-0.1c0.9,0.5,1.9,0.8,3,0.8c-1.8-1.2-2.9-3.2-2.9-5.5c0-1.2,0.3-2.3,0.9-3.3 c3.2,4,8.1,6.6,13.5,6.9c-0.1-0.5-0.2-1-0.2-1.5c0-3.6,2.9-6.6,6.6-6.6c1.9,0,3.6,0.8,4.8,2.1c1.5-0.3,2.9-0.8,4.2-1.6 c-0.5,1.5-1.5,2.8-2.9,3.6c1.3-0.2,2.6-0.5,3.8-1C47.1,23.4,46,24.5,44.7,25.5z"/></symbol></svg> </body> </html>

CINXE.COM

The Crucial Link Between Data Annotation and Autonomous Cruise Control Systems