mirror of https://github.com/vladmandic/human
62 lines
2.1 KiB
Markdown
62 lines
2.1 KiB
Markdown
# To-Do list for Human library
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## Work in Progress
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<br>
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### Exploring
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- Optical Flow: <https://docs.opencv.org/3.3.1/db/d7f/tutorial_js_lucas_kanade.html>
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- Histogram Equalization: Regular, Adaptive, Contrast Limited, CLAHE
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- TFLite Models: <https://js.tensorflow.org/api_tflite/0.0.1-alpha.4/>
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- Body segmentation: `robust-video-matting`
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- TFJS incompatibility with latest `long.js` 5.0.0 due to CJS to ESM switch
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<br><hr><br>
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## Known Issues
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#### WebGPU
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Experimental support only until support is officially added in Chromium
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- Performance issues:
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<https://github.com/tensorflow/tfjs/issues/5689>
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### Face Detection
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Enhanced rotation correction for face detection is not working in NodeJS due to missing kernel op in TFJS
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Feature is automatically disabled in NodeJS without user impact
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- Backend NodeJS missing kernel op `RotateWithOffset`
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<https://github.com/tensorflow/tfjs/issues/5473>
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### Body Detection
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MoveNet MultiPose model does not work with WASM backend due to missing F32 broadcast implementation
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- Backend WASM missing F32 broadcat implementation
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<https://github.com/tensorflow/tfjs/issues/5516>
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<br><hr><br>
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## Pending release notes:
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New:
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- new demo `demos/faceid` that utilizes multiple algorithm to validate input before triggering face recognition
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- new optional model `liveness`
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checks if input appears to be a real-world live image or a recording
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best used together with `antispoofing` that checks if input appears to have a realistic face
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- new face masking option in `face.config.detector.mask`
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result is shading of face image outside of face area which is useful for increased sensitivity of other modules that rely on detected face as input
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- new face crop option in `face.config.detector.cropFactor`
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result is user-definable fine-tuning for other modules that rely on detected face as input
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Other:
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- Improved **Safari** compatibility
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- Improved `similarity` and `match` score range normalization
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- Improved error handling
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- Improved VSCode out-of-the-box experience
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- Documentation overhaul
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- Fix for optional `gear`, `ssrnet`, `mobilefacenet` modules
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- Fix for Firefox WebGPU compatibility issue
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