mirror of https://github.com/vladmandic/human
66 lines
2.2 KiB
Markdown
66 lines
2.2 KiB
Markdown
# To-Do list for Human library
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## Work-in-Progress
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N/A
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<hr><br>
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## Exploring
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- Optical flow for intelligent temporal interpolation
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<https://docs.opencv.org/3.3.1/db/d7f/tutorial_js_lucas_kanade.html>
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- Advanced histogram equalization for optimization of badly lit scenes
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**Adaptive**, **Contrast Limited**, **CLAHE**
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- TFLite models
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<https://js.tensorflow.org/api_tflite/0.0.1-alpha.4/>
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- Body segmentation with temporal analysis
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<https://github.com/PeterL1n/RobustVideoMatting>
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<hr><br>
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## Known Issues
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### Face with Attention
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`FaceMesh-Landmarks` model is supported only with `CPU` and `WebGL` backends due to `TFJS` issues
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### WASM
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Support for **WASM SIMD** and **WASM MultiThreading** is still disabled by default in **Chromium** based browsers
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Suggestion is to enable it manually for major performance boost
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Enable via <chrome://flags/#enable-experimental-webassembly-features>
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### WebGPU
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Experimental support only until support is officially added in Chromium
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Enable via <chrome://flags/#enable-unsafe-webgpu>
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### Firefox
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Running in **web workers** requires `OffscreenCanvas` which is still disabled by default in **Firefox**
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Enable via `about:config` -> `gfx.offscreencanvas.enabled`
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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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<hr><br>
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## Pending Release Changes
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- Add **InsightFace** model as alternative for face embedding/descriptor detection
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compatible with multiple variations of **InsightFace** models
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configurable using `config.face.insightface` config section
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see `demo/faceid/index.ts` for usage
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models can be downloaded from <https://github.com/vladmandic/insightface>
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- Fix **MobileFaceNet** model as alternative for face embedding/descriptor detection
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configurable using `config.face.mobilefacenet` config section
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- Fix **EfficientPose** module as alternative body detection
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- Fix **NanoDet** module as alternative object detection
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- Fix `human.match` when using mixed descriptor lengths
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- Increased test coverage
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run using `npm run test`
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- Update profiling methods in `human.profile()`
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- Update project dependencies
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