base on Cross-platform, customizable ML solutions for live and streaming media. --- layout: forward target: https://developers.google.com/mediapipe title: Home nav_order: 1 --- ---- **Attention:** *We have moved to [https://developers.google.com/mediapipe](https://developers.google.com/mediapipe) as the primary developer documentation site for MediaPipe as of April 3, 2023.*  **Attention**: MediaPipe Solutions Preview is an early release. [Learn more](https://developers.google.com/mediapipe/solutions/about#notice). **On-device machine learning for everyone** Delight your customers with innovative machine learning features. MediaPipe contains everything that you need to customize and deploy to mobile (Android, iOS), web, desktop, edge devices, and IoT, effortlessly. * [See demos](https://goo.gle/mediapipe-studio) * [Learn more](https://developers.google.com/mediapipe/solutions) ## Get started You can get started with MediaPipe Solutions by by checking out any of the developer guides for [vision](https://developers.google.com/mediapipe/solutions/vision/object_detector), [text](https://developers.google.com/mediapipe/solutions/text/text_classifier), and [audio](https://developers.google.com/mediapipe/solutions/audio/audio_classifier) tasks. If you need help setting up a development environment for use with MediaPipe Tasks, check out the setup guides for [Android](https://developers.google.com/mediapipe/solutions/setup_android), [web apps](https://developers.google.com/mediapipe/solutions/setup_web), and [Python](https://developers.google.com/mediapipe/solutions/setup_python). ## Solutions MediaPipe Solutions provides a suite of libraries and tools for you to quickly apply artificial intelligence (AI) and machine learning (ML) techniques in your applications. You can plug these solutions into your applications immediately, customize them to your needs, and use them across multiple development platforms. MediaPipe Solutions is part of the MediaPipe [open source project](https://github.com/google/mediapipe), so you can further customize the solutions code to meet your application needs. These libraries and resources provide the core functionality for each MediaPipe Solution: * **MediaPipe Tasks**: Cross-platform APIs and libraries for deploying solutions. [Learn more](https://developers.google.com/mediapipe/solutions/tasks). * **MediaPipe models**: Pre-trained, ready-to-run models for use with each solution. These tools let you customize and evaluate solutions: * **MediaPipe Model Maker**: Customize models for solutions with your data. [Learn more](https://developers.google.com/mediapipe/solutions/model_maker). * **MediaPipe Studio**: Visualize, evaluate, and benchmark solutions in your browser. [Learn more](https://developers.google.com/mediapipe/solutions/studio). ### Legacy solutions We have ended support for [these MediaPipe Legacy Solutions](https://developers.google.com/mediapipe/solutions/guide#legacy) as of March 1, 2023. All other MediaPipe Legacy Solutions will be upgraded to a new MediaPipe Solution. See the [Solutions guide](https://developers.google.com/mediapipe/solutions/guide#legacy) for details. The [code repository](https://github.com/google/mediapipe/tree/master/mediapipe) and prebuilt binaries for all MediaPipe Legacy Solutions will continue to be provided on an as-is basis. For more on the legacy solutions, see the [documentation](https://github.com/google/mediapipe/tree/master/docs/solutions). ## Framework To start using MediaPipe Framework, [install MediaPipe Framework](https://developers.google.com/mediapipe/framework/getting_started/install) and start building example applications in C++, Android, and iOS. [MediaPipe Framework](https://developers.google.com/mediapipe/framework) is the low-level component used to build efficient on-device machine learning pipelines, similar to the premade MediaPipe Solutions. Before using MediaPipe Framework, familiarize yourself with the following key [Framework concepts](https://developers.google.com/mediapipe/framework/framework_concepts/overview.md): * [Packets](https://developers.google.com/mediapipe/framework/framework_concepts/packets.md) * [Graphs](https://developers.google.com/mediapipe/framework/framework_concepts/graphs.md) * [Calculators](https://developers.google.com/mediapipe/framework/framework_concepts/calculators.md) ## Community * [Slack community](https://mediapipe.page.link/joinslack) for MediaPipe users. * [Discuss](https://groups.google.com/forum/#!forum/mediapipe) - General community discussion around MediaPipe. * [Awesome MediaPipe](https://mediapipe.page.link/awesome-mediapipe) - A curated list of awesome MediaPipe related frameworks, libraries and software. ## Contributing We welcome contributions. Please follow these [guidelines](https://github.com/google/mediapipe/blob/master/CONTRIBUTING.md). We use GitHub issues for tracking requests and bugs. Please post questions to the MediaPipe Stack Overflow with a `mediapipe` tag. ## Resources ### Publications * [Bringing artworks to life with AR](https://developers.googleblog.com/2021/07/bringing-artworks-to-life-with-ar.html) in Google Developers Blog * [Prosthesis control via Mirru App using MediaPipe hand tracking](https://developers.googleblog.com/2021/05/control-your-mirru-prosthesis-with-mediapipe-hand-tracking.html) in Google Developers Blog * [SignAll SDK: Sign language interface using MediaPipe is now available for developers](https://developers.googleblog.com/2021/04/signall-sdk-sign-language-interface-using-mediapipe-now-available.html) in Google Developers Blog * [MediaPipe Holistic - Simultaneous Face, Hand and Pose Prediction, on Device](https://ai.googleblog.com/2020/12/mediapipe-holistic-simultaneous-face.html) in Google AI Blog * [Background Features in Google Meet, Powered by Web ML](https://ai.googleblog.com/2020/10/background-features-in-google-meet.html) in Google AI Blog * [MediaPipe 3D Face Transform](https://developers.googleblog.com/2020/09/mediapipe-3d-face-transform.html) in Google Developers Blog * [Instant Motion Tracking With MediaPipe](https://developers.googleblog.com/2020/08/instant-motion-tracking-with-mediapipe.html) in Google Developers Blog * [BlazePose - On-device Real-time Body Pose Tracking](https://ai.googleblog.com/2020/08/on-device-real-time-body-pose-tracking.html) in Google AI Blog * [MediaPipe Iris: Real-time Eye Tracking and Depth Estimation](https://ai.googleblog.com/2020/08/mediapipe-iris-real-time-iris-tracking.html) in Google AI Blog * [MediaPipe KNIFT: Template-based feature matching](https://developers.googleblog.com/2020/04/mediapipe-knift-template-based-feature-matching.html) in Google Developers Blog * [Alfred Camera: Smart camera features using MediaPipe](https://developers.googleblog.com/2020/03/alfred-camera-smart-camera-features-using-mediapipe.html) in Google Developers Blog * [Real-Time 3D Object Detection on Mobile Devices with MediaPipe](https://ai.googleblog.com/2020/03/real-time-3d-object-detection-on-mobile.html) in Google AI Blog * [AutoFlip: An Open Source Framework for Intelligent Video Reframing](https://ai.googleblog.com/2020/02/autoflip-open-source-framework-for.html) in Google AI Blog * [MediaPipe on the Web](https://developers.googleblog.com/2020/01/mediapipe-on-web.html) in Google Developers Blog * [Object Detection and Tracking using MediaPipe](https://developers.googleblog.com/2019/12/object-detection-and-tracking-using-mediapipe.html) in Google Developers Blog * [On-Device, Real-Time Hand Tracking with MediaPipe](https://ai.googleblog.com/2019/08/on-device-real-time-hand-tracking-with.html) in Google AI Blog * [MediaPipe: A Framework for Building Perception Pipelines](https://arxiv.org/abs/1906.08172) ### Videos * [YouTube Channel](https://www.youtube.com/c/MediaPipe) ", Assign "at most 3 tags" to the expected json: {"id":"10199","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"