mirror of https://github.com/vladmandic/human
47 lines
1.5 KiB
Markdown
47 lines
1.5 KiB
Markdown
# To-Do list for Human library
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## Big Ticket Items
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Implementation of WebGPU backend
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Target: `Human` v2.3 with `Chrome` v94 and `TFJS` v4.0
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<br>
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## Work in Progress
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WebGL shader optimizations for faster load and initial detection
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- Implement WebGL uniforms for shaders: https://github.com/tensorflow/tfjs/issues/5205
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- Fix shader packing: https://github.com/tensorflow/tfjs/issues/5343
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<br>
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## Known Issues
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### Object Detection
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Object detection using CenterNet or NanoDet models is not working when using WASM backend due to missing kernel ops in TFJS
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Target: `Human` v2.2 with `TFJS` v3.9
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- CenterNet with WASM: <https://github.com/tensorflow/tfjs/issues/5110>
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- NanoDet with WASM: <https://github.com/tensorflow/tfjs/issues/4824>
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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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Target: `Human` v2.2 with `TFJS` v3.9
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- BlazeFace rotation correction in NodeJS: <https://github.com/tensorflow/tfjs/issues/4066>
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### Hand Detection
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Enhanced rotation correction for hand 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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Target: `Human` v2.2 with `TFJS` v3.9
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- HandPose rotation correction in NodeJS: <https://github.com/tensorflow/tfjs/issues/4066>
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Hand detection using WASM backend has reduced precision due to math rounding errors in backend
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Target: N/A
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