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![MediaPipe ](docs/images/mediapipe_small.png )
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## Live ML anywhere
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[MediaPipe ](https://google.github.io/mediapipe/ ) offers cross-platform, customizable
ML solutions for live and streaming media.
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![accelerated.png ](docs/images/accelerated_small.png ) | ![cross_platform.png ](docs/images/cross_platform_small.png )
:------------------------------------------------------------------------------------------------------------: | :----------------------------------------------------:
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***End-to-End acceleration***: *Built-in fast ML inference and processing accelerated even on common hardware* | ** *Build once, deploy anywhere***: *Unified solution works across Android, iOS, desktop/cloud, web and IoT*
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![ready_to_use.png ](docs/images/ready_to_use_small.png ) | ![open_source.png ](docs/images/open_source_small.png )
***Ready-to-use solutions***: *Cutting-edge ML solutions demonstrating full power of the framework* | ** *Free and open source***: *Framework and solutions both under Apache 2.0, fully extensible and customizable*
## ML solutions in MediaPipe
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Face Detection | Face Mesh | Iris | Hands | Pose | Holistic
:----------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------: | :------:
[![face_detection ](docs/images/mobile/face_detection_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/face_detection) | [![face_mesh ](docs/images/mobile/face_mesh_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/face_mesh) | [![iris ](docs/images/mobile/iris_tracking_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/iris) | [![hand ](docs/images/mobile/hand_tracking_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/hands) | [![pose ](docs/images/mobile/pose_tracking_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/pose) | [![hair_segmentation ](docs/images/mobile/holistic_tracking_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/holistic)
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Hair Segmentation | Object Detection | Box Tracking | Instant Motion Tracking | Objectron | KNIFT
:-------------------------------------------------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------: | :---:
[![hair_segmentation ](docs/images/mobile/hair_segmentation_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/hair_segmentation) | [![object_detection ](docs/images/mobile/object_detection_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/object_detection) | [![box_tracking ](docs/images/mobile/object_tracking_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/box_tracking) | [![instant_motion_tracking ](docs/images/mobile/instant_motion_tracking_android_small.gif )](https://google.github.io/mediapipe/solutions/instant_motion_tracking) | [![objectron ](docs/images/mobile/objectron_chair_android_gpu_small.gif )](https://google.github.io/mediapipe/solutions/objectron) | [![knift ](docs/images/mobile/template_matching_android_cpu_small.gif )](https://google.github.io/mediapipe/solutions/knift)
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<!-- Whenever this table is updated, paste a copy to solutions/solutions.md. -->
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[]() | [Android ](https://google.github.io/mediapipe/getting_started/android ) | [iOS ](https://google.github.io/mediapipe/getting_started/ios ) | [C++ ](https://google.github.io/mediapipe/getting_started/cpp ) | [Python ](https://google.github.io/mediapipe/getting_started/python ) | [JS ](https://google.github.io/mediapipe/getting_started/javascript ) | [Coral ](https://github.com/google/mediapipe/tree/master/mediapipe/examples/coral/README.md )
:---------------------------------------------------------------------------------------- | :-------------------------------------------------------------: | :-----------------------------------------------------: | :-----------------------------------------------------: | :-----------------------------------------------------------: | :-----------------------------------------------------------: | :--------------------------------------------------------------------:
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[Face Detection ](https://google.github.io/mediapipe/solutions/face_detection ) | ✅ | ✅ | ✅ | ✅ | ✅ | ✅
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[Face Mesh ](https://google.github.io/mediapipe/solutions/face_mesh ) | ✅ | ✅ | ✅ | ✅ | ✅ |
[Iris ](https://google.github.io/mediapipe/solutions/iris ) | ✅ | ✅ | ✅ | | |
[Hands ](https://google.github.io/mediapipe/solutions/hands ) | ✅ | ✅ | ✅ | ✅ | ✅ |
[Pose ](https://google.github.io/mediapipe/solutions/pose ) | ✅ | ✅ | ✅ | ✅ | ✅ |
[Holistic ](https://google.github.io/mediapipe/solutions/holistic ) | ✅ | ✅ | ✅ | ✅ | ✅ |
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[Selfie Segmentation ](https://google.github.io/mediapipe/solutions/selfie_segmentation ) | ✅ | ✅ | ✅ | ✅ | ✅ |
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[Hair Segmentation ](https://google.github.io/mediapipe/solutions/hair_segmentation ) | ✅ | | ✅ | | |
[Object Detection ](https://google.github.io/mediapipe/solutions/object_detection ) | ✅ | ✅ | ✅ | | | ✅
[Box Tracking ](https://google.github.io/mediapipe/solutions/box_tracking ) | ✅ | ✅ | ✅ | | |
[Instant Motion Tracking ](https://google.github.io/mediapipe/solutions/instant_motion_tracking ) | ✅ | | | | |
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[Objectron ](https://google.github.io/mediapipe/solutions/objectron ) | ✅ | | ✅ | ✅ | ✅ |
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[KNIFT ](https://google.github.io/mediapipe/solutions/knift ) | ✅ | | | | |
[AutoFlip ](https://google.github.io/mediapipe/solutions/autoflip ) | | | ✅ | | |
[MediaSequence ](https://google.github.io/mediapipe/solutions/media_sequence ) | | | ✅ | | |
[YouTube 8M ](https://google.github.io/mediapipe/solutions/youtube_8m ) | | | ✅ | | |
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See also
[MediaPipe Models and Model Cards ](https://google.github.io/mediapipe/solutions/models )
for ML models released in MediaPipe.
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## Getting started
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To start using MediaPipe
[solutions ](https://google.github.io/mediapipe/solutions/solutions ) with only a few
lines code, see example code and demos in
[MediaPipe in Python ](https://google.github.io/mediapipe/getting_started/python ) and
[MediaPipe in JavaScript ](https://google.github.io/mediapipe/getting_started/javascript ).
To use MediaPipe in C++, Android and iOS, which allow further customization of
the [solutions ](https://google.github.io/mediapipe/solutions/solutions ) as well as
building your own, learn how to
[install ](https://google.github.io/mediapipe/getting_started/install ) MediaPipe and
start building example applications in
[C++ ](https://google.github.io/mediapipe/getting_started/cpp ),
[Android ](https://google.github.io/mediapipe/getting_started/android ) and
[iOS ](https://google.github.io/mediapipe/getting_started/ios ).
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The source code is hosted in the
[MediaPipe Github repository ](https://github.com/google/mediapipe ), and you can
run code search using
[Google Open Source Code Search ](https://cs.opensource.google/mediapipe/mediapipe ).
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## Publications
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* [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
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* [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
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* [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
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* [MediaPipe 3D Face Transform ](https://developers.googleblog.com/2020/09/mediapipe-3d-face-transform.html )
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in Google Developers Blog
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* [Instant Motion Tracking With MediaPipe ](https://developers.googleblog.com/2020/08/instant-motion-tracking-with-mediapipe.html )
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in Google Developers Blog
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* [BlazePose - On-device Real-time Body Pose Tracking ](https://ai.googleblog.com/2020/08/on-device-real-time-body-pose-tracking.html )
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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
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* [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 )
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## Videos
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* [YouTube Channel ](https://www.youtube.com/c/MediaPipe )
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## Events
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* [MediaPipe Seattle Meetup, Google Building Waterside, 13 Feb 2020 ](https://mediapipe.page.link/seattle2020 )
* [AI Nextcon 2020, 12-16 Feb 2020, Seattle ](http://aisea20.xnextcon.com/ )
* [MediaPipe Madrid Meetup, 16 Dec 2019 ](https://www.meetup.com/Madrid-AI-Developers-Group/events/266329088/ )
* [MediaPipe London Meetup, Google 123 Building, 12 Dec 2019 ](https://www.meetup.com/London-AI-Tech-Talk/events/266329038 )
* [ML Conference, Berlin, 11 Dec 2019 ](https://mlconference.ai/machine-learning-advanced-development/mediapipe-building-real-time-cross-platform-mobile-web-edge-desktop-video-audio-ml-pipelines/ )
* [MediaPipe Berlin Meetup, Google Berlin, 11 Dec 2019 ](https://www.meetup.com/Berlin-AI-Tech-Talk/events/266328794/ )
* [The 3rd Workshop on YouTube-8M Large Scale Video Understanding Workshop,
Seoul, Korea ICCV
2019](https://research.google.com/youtube8m/workshop2019/index.html)
* [AI DevWorld 2019, 10 Oct 2019, San Jose, CA ](https://aidevworld.com )
* [Google Industry Workshop at ICIP 2019, 24 Sept 2019, Taipei, Taiwan ](http://2019.ieeeicip.org/?action=page4&id=14#Google )
([presentation](https://docs.google.com/presentation/d/e/2PACX-1vRIBBbO_LO9v2YmvbHHEt1cwyqH6EjDxiILjuT0foXy1E7g6uyh4CesB2DkkEwlRDO9_lWfuKMZx98T/pub?start=false& loop=false& delayms=3000& slide=id.g556cc1a659_0_5))
* [Open sourced at CVPR 2019, 17~20 June, Long Beach, CA ](https://sites.google.com/corp/view/perception-cv4arvr/mediapipe )
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## Community
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* [Awesome MediaPipe ](https://mediapipe.page.link/awesome-mediapipe ) - A
curated list of awesome MediaPipe related frameworks, libraries and software
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* [Slack community ](https://mediapipe.page.link/joinslack ) for MediaPipe users
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* [Discuss ](https://groups.google.com/forum/#!forum/mediapipe ) - General
community discussion around MediaPipe
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* [Kaggle starter ](https://www.kaggle.com/code/ipythonx/google-mediapipe-starter ) - Getting started MediaPipe in kaggle environment.
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* [Huggingface gradio ](https://huggingface.co/spaces/innat/Google-MediaPipe )
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## Alpha disclaimer
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MediaPipe is currently in alpha at v0.7. We may be still making breaking API
changes and expect to get to stable APIs by v1.0.
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## Contributing
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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.