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MediaPipe | ||
===================================== | ||
`MediaPipe <http://github.com/google/mediapipe>`_ is a graph-based framework for | ||
building multimodal (video, audio, and sensor) applied machine learning pipelines. | ||
MediaPipe is cross-platform running on mobile devices, workstations and servers, | ||
and supports mobile GPU acceleration. With MediaPipe, an applied | ||
machine learning pipeline can be built as a graph of modular components, | ||
including, for instance, inference models and media processing functions. Sensory | ||
data such as audio and video streams enter the graph, and perceived descriptions | ||
such as object-localization and face-landmark streams exit the graph. An example | ||
graph that performs real-time hand tracking on mobile GPU is shown below. | ||
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.. image:: images/mobile/hand_tracking_mobile.png | ||
:width: 400 | ||
:alt: Example MediaPipe graph | ||
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MediaPipe is designed for machine learning (ML) practitioners, including | ||
researchers, students, and software developers, who implement production-ready | ||
ML applications, publish code accompanying research work, and build technology | ||
prototypes. The main use case for MediaPipe is rapid prototyping of applied | ||
machine learning pipelines with inference models and other reusable components. | ||
MediaPipe also facilitates the deployment of machine learning technology into | ||
demos and applications on a wide variety of different hardware platforms | ||
(e.g., Android, iOS, workstations). | ||
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APIs for MediaPipe | ||
* Calculator API in C++ | ||
* Graph Construction API in ProtoBuf | ||
* (Coming Soon) Graph Construction API in C++ | ||
* Graph Execution API in C++ | ||
* Graph Execution API in Java (Android) | ||
* Graph Execution API in Objective-C (iOS) | ||
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Alpha Disclaimer | ||
================== | ||
MediaPipe is currently in alpha for v0.6. We are still making breaking API changes and expect to get to stable API by v1.0. We recommend that you target a specific version of MediaPipe, and periodically bump to the latest release. That way you have control over when a breaking change affects you. | ||
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User Documentation | ||
================== | ||
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.. toctree:: | ||
:maxdepth: 3 | ||
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getting_started/install | ||
Examples <examples> | ||
tools/visualizer | ||
tools/tracing_and_profiling | ||
tools/performance_benchmarking | ||
getting_started/help | ||
getting_started/faq | ||
getting_started/troubleshooting | ||
framework_concepts/framework_concepts | ||
framework_concepts/calculators | ||
framework_concepts/graphs | ||
framework_concepts/packets | ||
framework_concepts/synchronization | ||
framework_concepts/gpu | ||
license | ||
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Indices and tables | ||
================== | ||
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* :ref:`genindex` | ||
* :ref:`modindex` | ||
* :ref:`search` | ||
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Please see https://docs.mediapipe.dev. |
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