174 lines
20 KiB
Markdown
174 lines
20 KiB
Markdown
---
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layout: default
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title: Home
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nav_order: 1
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---
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## Live ML anywhere
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[MediaPipe](https://google.github.io/mediapipe/) offers cross-platform, customizable
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ML solutions for live and streaming media.
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:------------------------------------------------------------------------------------------------------------: | :----------------------------------------------------:
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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 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*
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## ML solutions in MediaPipe
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Face Detection | Face Mesh | Iris | Hands | Pose | Holistic
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:----------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------: | :--------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------: | :------:
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[](https://google.github.io/mediapipe/solutions/face_detection) | [](https://google.github.io/mediapipe/solutions/face_mesh) | [](https://google.github.io/mediapipe/solutions/iris) | [](https://google.github.io/mediapipe/solutions/hands) | [](https://google.github.io/mediapipe/solutions/pose) | [](https://google.github.io/mediapipe/solutions/holistic)
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Hair Segmentation | Object Detection | Box Tracking | Instant Motion Tracking | Objectron | KNIFT
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:-------------------------------------------------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------------------------------------------------------------: | :-------------------------------------------------------------------------------------------------------------------: | :---:
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[](https://google.github.io/mediapipe/solutions/hair_segmentation) | [](https://google.github.io/mediapipe/solutions/object_detection) | [](https://google.github.io/mediapipe/solutions/box_tracking) | [](https://google.github.io/mediapipe/solutions/instant_motion_tracking) | [](https://google.github.io/mediapipe/solutions/objectron) | [](https://google.github.io/mediapipe/solutions/knift)
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<!-- []() in the first cell is needed to preserve table formatting in GitHub Pages. -->
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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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:---------------------------------------------------------------------------------------- | :-------------------------------------------------------------: | :-----------------------------------------------------: | :-----------------------------------------------------: | :-----------------------------------------------------------: | :-----------------------------------------------------------: | :--------------------------------------------------------------------:
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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) | ✅ | ✅ | ✅ | ✅ | ✅ |
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[Iris](https://google.github.io/mediapipe/solutions/iris) | ✅ | ✅ | ✅ | | |
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[Hands](https://google.github.io/mediapipe/solutions/hands) | ✅ | ✅ | ✅ | ✅ | ✅ |
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[Pose](https://google.github.io/mediapipe/solutions/pose) | ✅ | ✅ | ✅ | ✅ | ✅ |
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[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) | ✅ | | ✅ | | |
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[Object Detection](https://google.github.io/mediapipe/solutions/object_detection) | ✅ | ✅ | ✅ | | | ✅
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[Box Tracking](https://google.github.io/mediapipe/solutions/box_tracking) | ✅ | ✅ | ✅ | | |
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[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) | ✅ | | | | |
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[AutoFlip](https://google.github.io/mediapipe/solutions/autoflip) | | | ✅ | | |
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[MediaSequence](https://google.github.io/mediapipe/solutions/media_sequence) | | | ✅ | | |
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[YouTube 8M](https://google.github.io/mediapipe/solutions/youtube_8m) | | | ✅ | | |
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See also
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[MediaPipe Models and Model Cards](https://google.github.io/mediapipe/solutions/models)
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for ML models released in MediaPipe.
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## MediaPipe in Python
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MediaPipe offers customizable Python solutions as a prebuilt Python package on
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[PyPI](https://pypi.org/project/mediapipe/), which can be installed simply with
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`pip install mediapipe`. It also provides tools for users to build their own
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solutions. Please see
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[MediaPipe in Python](https://google.github.io/mediapipe/getting_started/python)
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for more info.
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## MediaPipe on the Web
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MediaPipe on the Web is an effort to run the same ML solutions built for mobile
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and desktop also in web browsers. The official API is under construction, but
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the core technology has been proven effective. Please see
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[MediaPipe on the Web](https://developers.googleblog.com/2020/01/mediapipe-on-web.html)
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in Google Developers Blog for details.
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You can use the following links to load a demo in the MediaPipe Visualizer, and
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over there click the "Runner" icon in the top bar like shown below. The demos
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use your webcam video as input, which is processed all locally in real-time and
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never leaves your device.
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* [MediaPipe Face Detection](https://viz.mediapipe.dev/demo/face_detection)
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* [MediaPipe Iris](https://viz.mediapipe.dev/demo/iris_tracking)
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* [MediaPipe Iris: Depth-from-Iris](https://viz.mediapipe.dev/demo/iris_depth)
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* [MediaPipe Hands](https://viz.mediapipe.dev/demo/hand_tracking)
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* [MediaPipe Hands (palm/hand detection only)](https://viz.mediapipe.dev/demo/hand_detection)
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* [MediaPipe Pose](https://viz.mediapipe.dev/demo/pose_tracking)
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* [MediaPipe Hair Segmentation](https://viz.mediapipe.dev/demo/hair_segmentation)
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## Getting started
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Learn how to [install](https://google.github.io/mediapipe/getting_started/install)
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MediaPipe and
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[build example applications](https://google.github.io/mediapipe/getting_started/building_examples),
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and start exploring our ready-to-use
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[solutions](https://google.github.io/mediapipe/solutions/solutions) that you can
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further extend and customize.
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The source code is hosted in the
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[MediaPipe Github repository](https://github.com/google/mediapipe), and you can
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run code search using
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[Google Open Source Code Search](https://cs.opensource.google/mediapipe/mediapipe).
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## Publications
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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)
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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)
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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
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* [MediaPipe Iris: Real-time Eye Tracking and Depth Estimation](https://ai.googleblog.com/2020/08/mediapipe-iris-real-time-iris-tracking.html)
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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)
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in Google Developers Blog
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* [Alfred Camera: Smart camera features using MediaPipe](https://developers.googleblog.com/2020/03/alfred-camera-smart-camera-features-using-mediapipe.html)
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in Google Developers Blog
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* [Real-Time 3D Object Detection on Mobile Devices with MediaPipe](https://ai.googleblog.com/2020/03/real-time-3d-object-detection-on-mobile.html)
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in Google AI Blog
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* [AutoFlip: An Open Source Framework for Intelligent Video Reframing](https://ai.googleblog.com/2020/02/autoflip-open-source-framework-for.html)
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in Google AI Blog
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* [MediaPipe on the Web](https://developers.googleblog.com/2020/01/mediapipe-on-web.html)
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in Google Developers Blog
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* [Object Detection and Tracking using MediaPipe](https://developers.googleblog.com/2019/12/object-detection-and-tracking-using-mediapipe.html)
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in Google Developers Blog
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* [On-Device, Real-Time Hand Tracking with MediaPipe](https://ai.googleblog.com/2019/08/on-device-real-time-hand-tracking-with.html)
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in Google AI Blog
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* [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)
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* [AI Nextcon 2020, 12-16 Feb 2020, Seattle](http://aisea20.xnextcon.com/)
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* [MediaPipe Madrid Meetup, 16 Dec 2019](https://www.meetup.com/Madrid-AI-Developers-Group/events/266329088/)
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* [MediaPipe London Meetup, Google 123 Building, 12 Dec 2019](https://www.meetup.com/London-AI-Tech-Talk/events/266329038)
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* [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/)
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* [MediaPipe Berlin Meetup, Google Berlin, 11 Dec 2019](https://www.meetup.com/Berlin-AI-Tech-Talk/events/266328794/)
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* [The 3rd Workshop on YouTube-8M Large Scale Video Understanding Workshop,
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Seoul, Korea ICCV
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2019](https://research.google.com/youtube8m/workshop2019/index.html)
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* [AI DevWorld 2019, 10 Oct 2019, San Jose, CA](https://aidevworld.com)
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* [Google Industry Workshop at ICIP 2019, 24 Sept 2019, Taipei, Taiwan](http://2019.ieeeicip.org/?action=page4&id=14#Google)
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([presentation](https://docs.google.com/presentation/d/e/2PACX-1vRIBBbO_LO9v2YmvbHHEt1cwyqH6EjDxiILjuT0foXy1E7g6uyh4CesB2DkkEwlRDO9_lWfuKMZx98T/pub?start=false&loop=false&delayms=3000&slide=id.g556cc1a659_0_5))
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* [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.org) - A curated list of awesome
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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
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community discussion around 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
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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
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[guidelines](https://github.com/google/mediapipe/blob/master/CONTRIBUTING.md).
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We use GitHub issues for tracking requests and bugs. Please post questions to
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the MediaPipe Stack Overflow with a `mediapipe` tag.
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