ML Kit | Google for Developers

<!doctype html> <html lang="en" dir="ltr"> <head> <meta name="google-signin-client-id" content="721724668570-nbkv1cfusk7kk4eni4pjvepaus73b13t.apps.googleusercontent.com"> <meta name="google-signin-scope" content="profile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award"> <meta property="og:site_name" content="Google for Developers"> <meta property="og:type" content="website"><meta name="theme-color" content="#1a73e8"><meta charset="utf-8"> <meta content="IE=Edge" http-equiv="X-UA-Compatible"> <meta name="viewport" content="width=device-width, initial-scale=1"> <link rel="manifest" href="/_pwa/developers/manifest.json" crossorigin="use-credentials"> <link rel="preconnect" href="//www.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.gstatic.com" crossorigin> <link rel="preconnect" href="//fonts.googleapis.com" crossorigin> <link rel="preconnect" href="//apis.google.com" crossorigin> <link rel="preconnect" href="//www.google-analytics.com" crossorigin><link rel="stylesheet" href="//fonts.googleapis.com/css?family=Google+Sans:400,500|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700&display=swap"> <link rel="stylesheet" href="//fonts.googleapis.com/css2?family=Material+Icons&family=Material+Symbols+Outlined&display=block"><link rel="stylesheet" href="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/developers/css/app.css"> <link rel="shortcut icon" href="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/developers/images/favicon-new.png"> <link rel="apple-touch-icon" href="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/developers/images/touchicon-180-new.png"><link rel="canonical" href="https://developers.google.com/ml-kit"><link rel="search" type="application/opensearchdescription+xml" title="Google for Developers" href="https://developers.google.com/s/opensearch.xml"> <link rel="alternate" hreflang="en" href="https://developers.google.com/ml-kit" /><link rel="alternate" hreflang="x-default" href="https://developers.google.com/ml-kit" /><link rel="alternate" hreflang="ar" href="https://developers.google.com/ml-kit?hl=ar" /><link rel="alternate" hreflang="bn" href="https://developers.google.com/ml-kit?hl=bn" /><link rel="alternate" hreflang="zh-Hans" href="https://developers.google.com/ml-kit?hl=zh-cn" /><link rel="alternate" hreflang="zh-Hant" href="https://developers.google.com/ml-kit?hl=zh-tw" /><link rel="alternate" hreflang="fa" href="https://developers.google.com/ml-kit?hl=fa" /><link rel="alternate" hreflang="fr" href="https://developers.google.com/ml-kit?hl=fr" /><link rel="alternate" hreflang="de" href="https://developers.google.com/ml-kit?hl=de" /><link rel="alternate" hreflang="he" href="https://developers.google.com/ml-kit?hl=he" /><link rel="alternate" hreflang="hi" href="https://developers.google.com/ml-kit?hl=hi" /><link rel="alternate" hreflang="id" href="https://developers.google.com/ml-kit?hl=id" /><link rel="alternate" hreflang="it" href="https://developers.google.com/ml-kit?hl=it" /><link rel="alternate" hreflang="ja" href="https://developers.google.com/ml-kit?hl=ja" /><link rel="alternate" hreflang="ko" href="https://developers.google.com/ml-kit?hl=ko" /><link rel="alternate" hreflang="pl" href="https://developers.google.com/ml-kit?hl=pl" /><link rel="alternate" hreflang="pt-BR" href="https://developers.google.com/ml-kit?hl=pt-br" /><link rel="alternate" hreflang="ru" href="https://developers.google.com/ml-kit?hl=ru" /><link rel="alternate" hreflang="es-419" href="https://developers.google.com/ml-kit?hl=es-419" /><link rel="alternate" hreflang="th" href="https://developers.google.com/ml-kit?hl=th" /><link rel="alternate" hreflang="tr" href="https://developers.google.com/ml-kit?hl=tr" /><link rel="alternate" hreflang="vi" href="https://developers.google.com/ml-kit?hl=vi" /><title>ML Kit  |  Google for Developers</title> <meta property="og:title" content="ML Kit  |  Google for Developers"><meta name="description" content="Google's on-device machine learning kit for mobile developers. "> <meta property="og:description" content="Google's on-device machine learning kit for mobile developers. "><meta property="og:url" content="https://developers.google.com/ml-kit"><meta property="og:image" content="https://www.gstatic.com/devrel-devsite/prod/v63a7e59e7b93b62eb99aa3751cce206090432f0c0d09ff73f0d3636dcec4ab60/developers/images/opengraph/google-blue.png"> <meta property="og:image:width" content="1200"> <meta property="og:image:height" content="675"><meta property="og:locale" content="en"><meta name="twitter:card" content="summary_large_image"> <link rel="stylesheet" href="/extras.css"></head> <body class="" template="landing" theme="google-blue" type="product" layout="full" concierge='hide' pending> <devsite-progress type="indeterminate" id="app-progress"></devsite-progress> <a href="#main-content" class="skip-link button"> Skip to main content </a> <section class="devsite-wrapper"> <devsite-cookie-notification-bar></devsite-cookie-notification-bar><devsite-header role="banner"> <div class="devsite-header--inner" data-nosnippet> <div class="devsite-top-logo-row-wrapper-wrapper"> <div class="devsite-top-logo-row-wrapper"> <div class="devsite-top-logo-row"> <button type="button" id="devsite-hamburger-menu" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Navigation menu button" visually-hidden aria-label="Open menu"> </button> <div class="devsite-product-name-wrapper"> <a href="https://developers.google.com/ml-kit"> <div class="devsite-product-logo-container" size="medium" > <picture> <img class="devsite-product-logo" alt="ML Kit" src="https://developers.google.com/static/ml-kit/images/MLKit_Icon.png" srcset="https://developers.google.com/static/ml-kit/images/MLKit_Icon_36.png 36w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_48.png 48w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_72.png 72w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_96.png 96w, 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class="devsite-product-name">ML Kit</h1> </a> </li> </ul> </span> </div> <div class="devsite-top-logo-row-middle"> <div class="devsite-header-upper-tabs"> <devsite-tabs class="upper-tabs"> <nav class="devsite-tabs-wrapper" aria-label="Upper tabs"> <tab > <a href="https://developers.google.com/ml-kit/guides" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://developers.google.com/ml-kit/guides" track-type="nav" track-metadata-position="nav - guides" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Guides" track-name="guides" > Guides </a> </tab> <tab > <a href="https://developers.google.com/ml-kit/reference/android" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://developers.google.com/ml-kit/reference/android" track-type="nav" track-metadata-position="nav - reference" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Reference" track-name="reference" > Reference </a> </tab> <tab > <a href="https://developers.google.com/ml-kit/samples" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://developers.google.com/ml-kit/samples" track-type="nav" track-metadata-position="nav - samples" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Samples" track-name="samples" > Samples </a> </tab> <tab > <a href="https://developers.google.com/ml-kit/case-studies" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://developers.google.com/ml-kit/case-studies" track-type="nav" track-metadata-position="nav - case studies" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Case studies" track-name="case studies" > Case studies </a> </tab> <tab > <a href="https://developers.google.com/ml-kit/community" class="devsite-tabs-content gc-analytics-event " track-metadata-eventdetail="https://developers.google.com/ml-kit/community" track-type="nav" track-metadata-position="nav - community" track-metadata-module="primary nav" data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" > Community </a> </tab> </nav> </devsite-tabs> </div> <devsite-search enable-signin enable-search enable-suggestions enable-query-completion project-name="ML Kit" tenant-name="Google for Developers" project-scope="/ml-kit" url-scoped="https://developers.google.com/s/results/ml-kit" > <form class="devsite-search-form" action="https://developers.google.com/s/results" method="GET"> <div class="devsite-search-container"> <button type="button" search-open class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Open search"></button> <div class="devsite-searchbox"> <input aria-activedescendant="" aria-autocomplete="list" aria-label="Search" aria-expanded="false" aria-haspopup="listbox" autocomplete="off" class="devsite-search-field devsite-search-query" name="q" placeholder="Search" role="combobox" type="text" value="" > <div class="devsite-search-image material-icons" aria-hidden="true"> </div> <div class="devsite-search-shortcut-icon-container" aria-hidden="true"> <kbd class="devsite-search-shortcut-icon">/</kbd> </div> </div> </div> </form> <button type="button" search-close class="devsite-search-button devsite-header-icon-button button-flat material-icons" aria-label="Close search"></button> </devsite-search> </div> <devsite-language-selector> <ul role="presentation"> <li role="presentation"> <a role="menuitem" lang="en" >English</a> </li> <li role="presentation"> <a role="menuitem" lang="de" >Deutsch</a> </li> <li role="presentation"> <a role="menuitem" lang="es" >Español</a> </li> <li role="presentation"> <a role="menuitem" lang="es_419" >Español – América Latina</a> </li> <li role="presentation"> <a role="menuitem" lang="fr" >Français</a> </li> <li role="presentation"> <a role="menuitem" lang="id" >Indonesia</a> </li> <li role="presentation"> <a role="menuitem" lang="it" >Italiano</a> </li> <li role="presentation"> <a role="menuitem" lang="pl" >Polski</a> </li> <li role="presentation"> <a role="menuitem" lang="pt_br" >Português – Brasil</a> </li> <li role="presentation"> <a role="menuitem" lang="vi" >Tiếng Việt</a> </li> <li role="presentation"> <a role="menuitem" lang="tr" >Türkçe</a> </li> <li role="presentation"> <a role="menuitem" lang="ru" >Русский</a> </li> <li role="presentation"> <a role="menuitem" lang="he" >עברית</a> </li> <li role="presentation"> <a role="menuitem" lang="ar" >العربيّة</a> </li> <li role="presentation"> <a role="menuitem" lang="fa" >فارسی</a> </li> <li role="presentation"> <a role="menuitem" lang="hi" >हिंदी</a> </li> <li role="presentation"> <a role="menuitem" lang="bn" >বাংলা</a> </li> <li role="presentation"> <a role="menuitem" lang="th" >ภาษาไทย</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_cn" >中文 – 简体</a> </li> <li role="presentation"> <a role="menuitem" lang="zh_tw" >中文 – 繁體</a> </li> <li role="presentation"> <a role="menuitem" lang="ja" >日本語</a> </li> <li role="presentation"> <a role="menuitem" lang="ko" >한국어</a> </li> </ul> </devsite-language-selector> <devsite-user enable-profiles fp-auth id="devsite-user"> <span class="button devsite-top-button" aria-hidden="true" visually-hidden>Sign in</span> </devsite-user> </div> </div> </div> <div class="devsite-collapsible-section devsite-header-no-lower-tabs "> <div class="devsite-header-background"> </div> </div> </div> </devsite-header> <devsite-book-nav scrollbars hidden> <div class="devsite-book-nav-filter" hidden> <span class="filter-list-icon material-icons" aria-hidden="true"></span> <input type="text" placeholder="Filter" aria-label="Type to filter" role="searchbox"> <span class="filter-clear-button hidden" data-title="Clear filter" aria-label="Clear filter" role="button" tabindex="0"></span> </div> <nav class="devsite-book-nav devsite-nav nocontent" aria-label="Side menu"> <div class="devsite-mobile-header"> <button type="button" id="devsite-close-nav" class="devsite-header-icon-button button-flat material-icons gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Close navigation" aria-label="Close navigation"> </button> <div class="devsite-product-name-wrapper"> <a href="https://developers.google.com/ml-kit"> <div class="devsite-product-logo-container" size="medium" > <picture> <img class="devsite-product-logo" alt="ML Kit" src="https://developers.google.com/static/ml-kit/images/MLKit_Icon.png" srcset="https://developers.google.com/static/ml-kit/images/MLKit_Icon_36.png 36w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_48.png 48w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_72.png 72w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_96.png 96w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_480.png 480w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_720.png 720w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_856.png 856w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_960.png 960w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_1440.png 1440w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_1920.png 1920w, https://developers.google.com/static/ml-kit/images/MLKit_Icon_2880.png 2880w" sizes="64px" loading="lazy" > </picture> </div> </a> <span class="devsite-product-name"> <ul class="devsite-breadcrumb-list" > <li class="devsite-breadcrumb-item "> <a href="https://developers.google.com/ml-kit" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Upper Header" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="ML Kit" > ML Kit </a> </li> </ul> </span> </div> </div> <div class="devsite-book-nav-wrapper"> <div class="devsite-mobile-nav-top"> <ul class="devsite-nav-list"> <li class="devsite-nav-item"> <a href="/ml-kit/guides" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Guides" track-name="guides" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Guides" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Guides </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/ml-kit/reference/android" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Reference" track-name="reference" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Reference" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Reference </span> </a> </li> <li class="devsite-nav-item"> <a href="/ml-kit/samples" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Samples" track-name="samples" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Samples" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Samples </span> </a> </li> <li class="devsite-nav-item"> <a href="/ml-kit/case-studies" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: Case studies" track-name="case studies" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Case studies" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Case studies </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> <li class="devsite-nav-item"> <a href="/ml-kit/community" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Community" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Community </span> </a> </li> </ul> </div> </div> </nav> </devsite-book-nav> <section id="gc-wrapper"> <main role="main" id="main-content" class="devsite-main-content" > <devsite-content> <article class="devsite-article"><style> /* Styles inlined from /ml-kit/styles/ml-kit.css */ /* .ml-kit-landing-row-centered */ .ml-kit-landing-row-centered .devsite-landing-row-header-text { text-align: center; } /* .ml-kit-landing-row-cta */ .ml-kit-landing-row-cta { margin-top: 80px !important; padding-bottom: 80px; padding-top: 80px; } /* .ml-kit-landing-row-uppercase-title */ .ml-kit-landing-row-uppercase-title .devsite-landing-row-item-description h3 { font-size: 14px; font-weight: 500; margin-bottom: 12px; text-transform: uppercase; } /* .ml-kit-landing-row-item-no-description */ .ml-kit-landing-row-item-no-description { -webkit-box-pack: center; -ms-flex-pack: center; justify-content: center; } .ml-kit-landing-row-item-no-description .devsite-landing-row-item-description { display: none; } /* .ml-kit-landing-row-heading */ .ml-kit-landing-row-heading { margin: 40px 0 80px; } @media screen and (max-width: 1000px) { .ml-kit-landing-row-heading { margin-bottom: 20px; } } .ml-kit-api-page .ml-kit-landing-row-heading .devsite-landing-row-item-description h3 { color: #4285f4; } /* .ml-kit-case-study-header-row */ .ml-kit-case-study-header-row { margin-bottom: 48px !important; padding-bottom: 68px !important; padding-top: 68px !important; text-align: center; } .ml-kit-case-study-header-row .ml-kit-case-study-subheading { font-size: 18px; font-weight: 500; text-transform: uppercase; } .ml-kit-case-study-header-row .ml-kit-case-study-heading { color: #212121 !important; margin-top: 16px; font-size: 40px; line-height: 52px; } @media screen and (max-width: 1000px) { .ml-kit-case-study-header-row .ml-kit-case-study-subheading { font-size: 14px; } .ml-kit-case-study-header-row .ml-kit-case-study-heading { font-size: 28px; line-height: 36px; } .ml-kit-case-study-header-row .devsite-landing-row-description br { display: none; } } /* .ml-kit-case-study-image-row */ .ml-kit-case-study-image-row { margin-bottom: 80px; } .ml-kit-case-study-image-row .devsite-landing-row-item-description h3 { font-size: 18px; font-weight: 500; text-transform: uppercase; } .ml-kit-case-study-image-row .devsite-landing-row-item-description h3::after { background-color: #4285f4; content: ''; display: block; height: 2px; margin: 16px 0; width: 80px; } .ml-kit-case-study-image-row .devsite-landing-row-item-image img { display: block; margin: 0 auto; max-height: 560px; width: auto; } /* .ml-kit-homepage-hero */ .ml-kit-homepage-hero { background: center/contain no-repeat url('/ml-kit/images/homepage/hero-background.png'); } .ml-kit-homepage-hero .devsite-landing-row-item-buttons { margin-top: 20px; } .ml-kit-homepage-hero .devsite-landing-row-item-image { padding: 60px; } @media screen and (max-width: 1000px) { .ml-kit-homepage-hero .devsite-landing-row-item-image { padding: 0; } } /* .ml-kit-homepage-features */ .ml-kit-homepage-features { padding: 100px !important; text-align: center; } .ml-kit-homepage-features .devsite-landing-row-item:not(:first-child) { margin-left: 60px; } @media screen and (max-width: 1000px) { .ml-kit-homepage-features { padding: 100px 0 !important; } } /* .ml-kit-landing-row-capabilities */ .ml-kit-landing-row-capabilities { text-align: center; } .ml-kit-landing-row-capabilities .devsite-landing-row-header-text h2 { font-weight: 500; } .ml-kit-landing-row-capabilities .devsite-landing-row-item-description { padding: 48px 32px; } .ml-kit-landing-row-capabilities .devsite-landing-row-item-description :link, .ml-kit-landing-row-capabilities .devsite-landing-row-item-description :visited { color: #212121; } .ml-kit-landing-row-capabilities hr { background: #4285f4; margin: 0 auto; width: 50%; } /* .ml-kit-custom-content-row */ .ml-kit-custom-content-row { padding: 100px 40px !important; } .ml-kit-custom-content-row .devsite-landing-row-item-description { padding-top: 40px; } @media screen and (max-width: 1000px) { .ml-kit-custom-content-row { padding: 100px 0 !important; } } </style> <div class="devsite-article-meta nocontent" role="navigation"> <ul class="devsite-breadcrumb-list" aria-label="Breadcrumb"> <li class="devsite-breadcrumb-item "> <a href="https://developers.google.com/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="" > Home </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://developers.google.com/products" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="2" track-type="globalNav" track-name="breadcrumb" track-metadata-position="2" track-metadata-eventdetail="" > Products </a> </li> <li class="devsite-breadcrumb-item "> <div class="devsite-breadcrumb-guillemet material-icons" aria-hidden="true"></div> <a href="https://developers.google.com/ml-kit" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="3" track-type="globalNav" track-name="breadcrumb" track-metadata-position="3" track-metadata-eventdetail="ML Kit" > ML Kit </a> </li> </ul> </div> <div class="devsite-actions" data-nosnippet><devsite-feature-tooltip ack-key="AckCollectionsBookmarkTooltipDismiss" analytics-category="Site-Wide Custom Events" analytics-action-show="Callout Profile displayed" analytics-action-close="Callout Profile dismissed" analytics-label="Create Collection Callout" class="devsite-page-bookmark-tooltip nocontent" dismiss-button="true" id="devsite-collections-dropdown" dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-67 devsite-landing-row-large-headings devsite-landing-row-marquee ml-kit-homepage-hero" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media devsite-landing-row-item-media-left "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/guides"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/homepage/hero.png" srcset="https://developers.google.com/static/ml-kit/images/homepage/hero_36.png 36w,https://developers.google.com/static/ml-kit/images/homepage/hero_48.png 48w,https://developers.google.com/static/ml-kit/images/homepage/hero_72.png 72w,https://developers.google.com/static/ml-kit/images/homepage/hero_96.png 96w,https://developers.google.com/static/ml-kit/images/homepage/hero_480.png 480w,https://developers.google.com/static/ml-kit/images/homepage/hero_720.png 720w,https://developers.google.com/static/ml-kit/images/homepage/hero_856.png 856w,https://developers.google.com/static/ml-kit/images/homepage/hero_960.png 960w,https://developers.google.com/static/ml-kit/images/homepage/hero_1440.png 1440w,https://developers.google.com/static/ml-kit/images/homepage/hero_1920.png 1920w,https://developers.google.com/static/ml-kit/images/homepage/hero_2880.png 2880w" sizes="(max-width: 600px) 100vw, (max-width: 840px) 50vw, 464px" fetchpriority="high"> </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="machine-learning-for-mobile-developers" data-text="Machine learning for mobile developers" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/guides"> Machine learning for mobile developers </a> </h3> <div class="devsite-landing-row-item-description-content"> ML Kit brings Google’s machine learning expertise to mobile developers in a powerful and easy-to-use package. Make your iOS and Android apps more engaging, personalized, and helpful with solutions that are optimized to run on device. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/guides" class="button button-primary " >Get started</a> </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-large-headings devsite-landing-row-item-centered" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="optimized-for-mobile" data-text="Optimized for mobile" class="hide-from-toc no-link" tabindex="0"> Optimized for mobile </h3> <div class="devsite-landing-row-item-description-content"> ML Kit’s processing happens on-device. This makes it fast and unlocks real-time use cases like processing of camera input. It also works while offline and can be used for processing images and text that need to remain on the device. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="built-with-google-expertise" data-text="Built with Google expertise" class="hide-from-toc no-link" tabindex="0"> Built with Google expertise </h3> <div class="devsite-landing-row-item-description-content"> Take advantage of the machine learning technologies that power Google's own experiences on mobile. </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="easy-to-use" data-text="Easy to use" class="hide-from-toc no-link" tabindex="0"> Easy to use </h3> <div class="devsite-landing-row-item-description-content"> We combine best-in-class machine learning models with advanced processing pipelines and offer these through easy-to-use APIs to enable powerful use cases in your apps. </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="vision-apis" data-text="Vision APIs" tabindex="0"> Vision APIs </h2> <div class="devsite-landing-row-description"> Video and image analysis APIs to label images and detect barcodes, text, faces, and objects. </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/barcode-scanning"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-barcode_scanning_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="barcode-scanning" data-text="Barcode scanning" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/barcode-scanning"> Barcode scanning </a> </h3> <div class="devsite-landing-row-item-description-content"> Scan and process barcodes. Supports most standard 1D and 2D formats. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/barcode-scanning" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/face-detection"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-face_detection2.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-face_detection2_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="face-detection" data-text="Face detection" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/face-detection"> Face detection </a> </h3> <div class="devsite-landing-row-item-description-content"> Detect faces and facial landmarks. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/face-detection" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/face-mesh-detection"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-face_mesh_detection_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="face-mesh-detection-nbspnbspspan-styleborder-2px-3399ff-solid-border-radius-8px-padding-5px-10px-display-inline-box-size-50-font-size-50-line-height-12-vertical-align-middlenbspnewnbspspan" data-text="Face mesh detection NEW " class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/face-mesh-detection"> Face mesh detection   <span style="border: 2px #3399ff solid; border-radius: 8px; padding: 5px 10px; display: inline-box; size: 50%; font-size: 50%; line-height: 1.2; vertical-align: middle"> NEW </span> </a> </h3> <div class="devsite-landing-row-item-description-content"> Detect face mesh info on close-range images. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/face-mesh-detection" class="button button-white " >Get started</a> </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/text-recognition/v2"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-text_recognition.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-text_recognition_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="text-recognition-v2" data-text="Text recognition v2" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/text-recognition/v2"> Text recognition v2 </a> </h3> <div class="devsite-landing-row-item-description-content"> Recognize and extract text from images. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/text-recognition/v2" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/image-labeling"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-image_labeling.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-image_labeling_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="image-labeling" data-text="Image labeling" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/image-labeling"> Image labeling </a> </h3> <div class="devsite-landing-row-item-description-content"> Identify objects, locations, activities, animal species, products, and more. Use a general-purpose base model or tailor to your use case with a custom TensorFlow Lite model. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/image-labeling" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/object-detection"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-object_detection.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-object_detection_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-object_detection_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="object-detection-and-tracking" data-text="Object detection and tracking" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/object-detection"> Object detection and tracking </a> </h3> <div class="devsite-landing-row-item-description-content"> Localize and track in real time one or more objects in the live camera feed. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/object-detection" class="button button-white " >Get started</a> </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/digital-ink-recognition"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card_digital-ink-recognition_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="digital-ink-recognition" data-text="Digital ink recognition" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/digital-ink-recognition"> Digital ink recognition </a> </h3> <div class="devsite-landing-row-item-description-content"> Recognizes handwritten text and handdrawn shapes on a digital surface, such as a touch screen. Recognizes 300+ languages, emojis and basic shapes. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/digital-ink-recognition" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/pose-detection"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-pose_detection.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-pose_detection_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="pose-detection" data-text="Pose detection" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/pose-detection"> Pose detection </a> </h3> <div class="devsite-landing-row-item-description-content"> Detect the position of the human body in real time. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/pose-detection" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/selfie-segmentation"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-selfie_segmentation.svg" srcset="https://developers.google.com/static/ml-kit/images/vision/card-selfie_segmentation.svg" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="selfie-segmentation" data-text="Selfie segmentation" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/selfie-segmentation"> Selfie segmentation </a> </h3> <div class="devsite-landing-row-item-description-content"> Separate the background from users within a scene and focus on what matters. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/selfie-segmentation" class="button button-white " >Get started</a> </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" background="grey" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/subject-segmentation"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-subject_segmentation_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="subject-segmentation-nbspnbspspan-styleborder-2px-3399ff-solid-border-radius-8px-padding-5px-10px-display-inline-box-size-50-font-size-50-line-height-12-vertical-align-middlenbspnewnbspspan" data-text="Subject segmentation NEW " class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/subject-segmentation"> Subject segmentation   <span style="border: 2px #3399ff solid; border-radius: 8px; padding: 5px 10px; display: inline-box; size: 50%; font-size: 50%; line-height: 1.2; vertical-align: middle"> NEW </span> </a> </h3> <div class="devsite-landing-row-item-description-content"> Separate subjects (people, pets, or objects) from the background in a picture. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/subject-segmentation" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/vision/doc-scanner"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/vision/card-document_scanner.png" srcset="https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_36.png 36w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_48.png 48w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_72.png 72w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_96.png 96w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_480.png 480w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_720.png 720w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_856.png 856w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_960.png 960w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_1440.png 1440w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_1920.png 1920w,https://developers.google.com/static/ml-kit/images/vision/card-document_scanner_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="document-scanner-nbspnbspspan-styleborder-2px-3399ff-solid-border-radius-8px-padding-5px-10px-display-inline-box-size-50-font-size-50-line-height-12-vertical-align-middlenbspnewnbspspan" data-text="Document scanner NEW " class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/vision/doc-scanner"> Document scanner   <span style="border: 2px #3399ff solid; border-radius: 8px; padding: 5px 10px; display: inline-box; size: 50%; font-size: 50%; line-height: 1.2; vertical-align: middle"> NEW </span> </a> </h3> <div class="devsite-landing-row-item-description-content"> Digitize physical documents from pictures. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/vision/doc-scanner" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-hidden devsite-landing-row-item-no-description devsite-landing-row-item-no-media" description-position="bottom" > </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" header-position="top" > <div class="devsite-landing-row-inner"> <header class="devsite-landing-row-header" > <div class="devsite-landing-row-header-text"> <h2 id="natural-language-apis" data-text="Natural language APIs" tabindex="0"> Natural language APIs </h2> <div class="devsite-landing-row-description"> Natural language processing APIs to identify and translate between 58 languages and provide reply suggestions. </div> </div> </header> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/language/identification"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/language/card-language_id.png" srcset="https://developers.google.com/static/ml-kit/images/language/card-language_id_36.png 36w,https://developers.google.com/static/ml-kit/images/language/card-language_id_48.png 48w,https://developers.google.com/static/ml-kit/images/language/card-language_id_72.png 72w,https://developers.google.com/static/ml-kit/images/language/card-language_id_96.png 96w,https://developers.google.com/static/ml-kit/images/language/card-language_id_480.png 480w,https://developers.google.com/static/ml-kit/images/language/card-language_id_720.png 720w,https://developers.google.com/static/ml-kit/images/language/card-language_id_856.png 856w,https://developers.google.com/static/ml-kit/images/language/card-language_id_960.png 960w,https://developers.google.com/static/ml-kit/images/language/card-language_id_1440.png 1440w,https://developers.google.com/static/ml-kit/images/language/card-language_id_1920.png 1920w,https://developers.google.com/static/ml-kit/images/language/card-language_id_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="language-identification" data-text="Language identification" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/language/identification"> Language identification </a> </h3> <div class="devsite-landing-row-item-description-content"> Determine the language of a string of text with only a few words. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/language/identification" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/language/translation"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/language/card-translation.png" srcset="https://developers.google.com/static/ml-kit/images/language/card-translation_36.png 36w,https://developers.google.com/static/ml-kit/images/language/card-translation_48.png 48w,https://developers.google.com/static/ml-kit/images/language/card-translation_72.png 72w,https://developers.google.com/static/ml-kit/images/language/card-translation_96.png 96w,https://developers.google.com/static/ml-kit/images/language/card-translation_480.png 480w,https://developers.google.com/static/ml-kit/images/language/card-translation_720.png 720w,https://developers.google.com/static/ml-kit/images/language/card-translation_856.png 856w,https://developers.google.com/static/ml-kit/images/language/card-translation_960.png 960w,https://developers.google.com/static/ml-kit/images/language/card-translation_1440.png 1440w,https://developers.google.com/static/ml-kit/images/language/card-translation_1920.png 1920w,https://developers.google.com/static/ml-kit/images/language/card-translation_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="translation" data-text="Translation" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/language/translation"> Translation </a> </h3> <div class="devsite-landing-row-item-description-content"> Translate text between 58 languages, entirely on device. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/language/translation" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/language/smart-reply"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/language/card-smart_reply.png" srcset="https://developers.google.com/static/ml-kit/images/language/card-smart_reply_36.png 36w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_48.png 48w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_72.png 72w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_96.png 96w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_480.png 480w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_720.png 720w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_856.png 856w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_960.png 960w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_1440.png 1440w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_1920.png 1920w,https://developers.google.com/static/ml-kit/images/language/card-smart_reply_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="smart-reply" data-text="Smart reply" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/language/smart-reply"> Smart reply </a> </h3> <div class="devsite-landing-row-item-description-content"> Generate reply suggestions in text conversations. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/language/smart-reply" class="button button-white " >Get started</a> </div> </div> </div> </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-3-up devsite-landing-row-cards" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item" description-position="bottom" > <div class="devsite-landing-row-item-media "> <figure class="devsite-landing-row-item-image"> <a href="https://developers.google.com/ml-kit/language/entity-extraction"> <picture> <img alt="" src="https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2.png" srcset="https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_36.png 36w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_48.png 48w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_72.png 72w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_96.png 96w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_480.png 480w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_720.png 720w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_856.png 856w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_960.png 960w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_1440.png 1440w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_1920.png 1920w,https://developers.google.com/static/ml-kit/images/language/card-entity_extraction2_2880.png 2880w" sizes="(max-width: 840px) 50vw, 464px" loading="lazy" > </picture> </a> </figure> </div> <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="entity-extraction" data-text="Entity extraction" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/language/entity-extraction"> Entity extraction </a> </h3> <div class="devsite-landing-row-item-description-content"> Detect and locate entities (such as addresses, date/time, phone numbers, and more) and take action based on those entities. Works in 15 languages. </div> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/language/entity-extraction" class="button button-white " >Get started</a> </div> </div> </div> </div> <div class="devsite-landing-row-item devsite-landing-row-item-hidden devsite-landing-row-item-no-description devsite-landing-row-item-no-media" description-position="bottom" > </div> <div class="devsite-landing-row-item devsite-landing-row-item-hidden devsite-landing-row-item-no-description devsite-landing-row-item-no-media" description-position="bottom" > </div> </div> </div> </section> <section class="devsite-landing-row devsite-landing-row-1-up devsite-landing-row-cta" header-position="top" > <div class="devsite-landing-row-inner"> <div class="devsite-landing-row-group"> <div class="devsite-landing-row-item devsite-landing-row-item-no-media" description-position="bottom" > <div class="devsite-landing-row-item-description" > <div class="devsite-landing-row-item-body"> <h3 id="start-building-today" data-text="Start building today" class="hide-from-toc no-link" tabindex="0"> <a href="https://developers.google.com/ml-kit/guides"> Start building today </a> </h3> <div class="devsite-landing-row-item-buttons"> <a href="https://developers.google.com/ml-kit/guides" class="button " >Get started</a> </div> </div> </div> </div> </div> </div> </section> </div> <div class="devsite-floating-action-buttons"> </div> </article> <devsite-notification > </devsite-notification> <div class="devsite-content-data"> <template class="devsite-content-data-template"> [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code 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