human/TODO.md

To-Do list for Human library

Work in Progress

Exploring

• Optical flow: https://docs.opencv.org/3.3.1/db/d7f/tutorial_js_lucas_kanade.html
• Advanced histogram equalization: Adaptive, Contrast Limited, CLAHE
• TFLite models: https://js.tensorflow.org/api_tflite/0.0.1-alpha.4/
• Body segmentation: robust-video-matting

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Known Issues

WebGPU

Experimental support only until support is officially added in Chromium

Face Detection

Enhanced rotation correction for face detection is not working in NodeJS due to missing kernel op in TFJS
Feature is automatically disabled in NodeJS without user impact

• Backend NodeJS missing kernel op RotateWithOffset
  https://github.com/tensorflow/tfjs/issues/5473

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Pending Release Notes

• Updated FaceMesh-Landmarks models
• Added FaceMesh-with-Attention model is disabled by defauls, enable using
  config.face.mesh.attention = true
• If FaceMesh-with-Attention model is anbled, Iris model gets disabled
  as its functionality is superseded by attention model
• Results include more detailed face mesh annotations
  result.face[].annotations