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AI Webcam Posture Tracking

This project uses an AI pose estimation model to track human posture from your webcam and renders the results in a cross‑platform desktop UI.

  • AI model: yolo11m-pose.onnx, from Ultralytics’ YOLO11 models on Hugging Face. Link: https://huggingface.co/Ultralytics/YOLO11
  • Rendering/UI: Built with Avalonia and Skia for fast, GPU‑accelerated drawing across platforms.

Developer Notes

  • IDE tooling: It’s recommended to install the Avalonia extension for your IDE for better XAML tooling and previews.

  • Project templates: You can install the Avalonia .NET templates with:

    dotnet new install Avalonia.Templates

Overview

  • Captures webcam frames.
  • Runs pose inference with yolo11m-pose.onnx.
  • Renders keypoints and skeleton overlays using Skia within Avalonia views.

For the YOLO11 family and pose variants, see the Hugging Face page above. Ensure the ONNX model file (e.g., yolo11m-pose.onnx) is present in the app’s assets.

License

This project is licensed under the MIT License. See the LICENSE file for details.

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