human/TODO.md

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# To-Do list for Human library
## Work-in-Progress
<hr><br>
## Exploring
- **Optical flow** for intelligent temporal interpolation
<https://docs.opencv.org/3.3.1/db/d7f/tutorial_js_lucas_kanade.html>
- **CLAHE** advanced histogram equalization for optimization of badly lit scenes
- **TFLite** models
<https://js.tensorflow.org/api_tflite/0.0.1-alpha.4/>
- **Principal Components Analysis** for reduction of descriptor complexity
<https://github.com/vladmandic/human-match/blob/main/src/pca.js>
- **Temporal guidance** for face/body segmentation
<https://github.com/PeterL1n/RobustVideoMatting>
<hr><br>
## Known Issues & Limitations
### Face with Attention
`FaceMesh-Attention` is not supported when using `WASM` backend due to missing kernel op in **TFJS**
No issues with default model `FaceMesh`
### Object Detection
`NanoDet` model is not supported when using `WASM` backend due to missing kernel op in **TFJS**
No issues with default model `MB3-CenterNet`
### WebGPU
Experimental support only until support is officially added in Chromium
Enable via <chrome://flags/#enable-unsafe-webgpu>
### Firefox
Running in **web workers** requires `OffscreenCanvas` which is still disabled by default in **Firefox**
Enable via `about:config` -> `gfx.offscreencanvas.enabled`
[Details](https://developer.mozilla.org/en-US/docs/Web/API/OffscreenCanvas#browser_compatibility)
### Safari
No support for running in **web workers** as Safari still does not support `OffscreenCanvas`
[Details](https://developer.mozilla.org/en-US/docs/Web/API/OffscreenCanvas#browser_compatibility)
<hr><br>
## Pending Release Changes