Robot và Edge AI

mediapipe

google-ai-edge/mediapipe

On-device ML libraries, models, and tools for vision, text, and audio across supported platforms.

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C++Ngôn ngữ
Apache-2.0Giấy phép
Q90Điểm biên tập

Tổng quan

MediaPipe connects model inference with application inputs and interactions. Tasks, model assets, Model Maker, and Studio cover different parts of development. Platform support must be checked per task; older Legacy Solutions are distinct from current Tasks.

Tính năng chính

  • Task APIs
  • Model assets
  • Multimodal tasks
  • Model Maker
  • Studio

Yêu cầu, cài đặt và bắt đầu nhanh

Choose the task and platform first, then follow the corresponding setup and official example with matching model assets.

Cách sử dụng

Validate static inputs before live streams. Measure latency and sustained resource use under low light, occlusion, orientation, and resolution changes.

How it works
Task APIs process device inputs, run models, and return structured results for the application. Supported models can be customized with Model Maker.

Audience and requirements
Mobile, web, and edge developers. Platform SDK, supported model assets, and input devices.

Practical use cases
Camera interaction; local classification; mobile ML prototypes.

Limitations and selection
Task APIs and modes differ by platform. Device performance and power consumption require measurement. Avoid assuming legacy support continues.

Related projects and selection
opencv/opencv:Complement: OpenCV handles image processing; connect formats to MediaPipe task APIs.

lutzroeder/netron:Complement: inspect supported model formats and input/output structure before integration.

Source review
Editorial analysis of upstream sources, without runtime or benchmark testing. Proposed workflows are editorial suggestions.

Khả năng tương thích của mô hình và trường hợp sử dụng

Models must match the selected Tasks interface and metadata requirements; support varies by platform.

Ghi chú về giấy phép và rủi ro

The repository page identifies Apache-2.0. Read LICENSE; model weights and datasets may have separate terms.

Editorial source review 2026-09-09T05:00:00.950Z. README and live repository page verified; current stars/forks from GitHub HTML. Last-push metadata retained from 2026-09-05 discovery snapshot. No runtime benchmark. Integration proposals are editorial analysis.

Phát hành và bảo trì

Reviewed 2026-09-09. Counters come from repository pages; features are based on upstream documentation. See Releases in the source links. Editorial analysis of upstream sources, without runtime or benchmark testing. Proposed workflows are editorial suggestions.

cosmos

NVIDIA/cosmos

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