# To-Do list for Human library

## Work in Progress

<br>

### Models

- Body segmentation: `robust-video-matting`

<br>

### Backends

#### WASM

- Backend WASM incorrect handling of `int32` tensors  
  <https://github.com/tensorflow/tfjs/issues/5641>

#### WebGPU

Experimental support only until support is officially added in Chromium
- Performance issues:
  <https://github.com/tensorflow/tfjs/issues/5689>

<br>

### Exploring

- Optical Flow: <https://docs.opencv.org/3.3.1/db/d7f/tutorial_js_lucas_kanade.html>
- TFLite Models: <https://js.tensorflow.org/api_tflite/0.0.1-alpha.4/>
- Histogram Equalization: Regular, Adaptive, Contrast Limited
- Switch to custom `tfjs` for main `human` ESM bundle

<br><hr><br>

## Known Issues

<br>

### 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>  

### Hand Detection

Enhanced rotation correction for hand 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>  

### Body Detection

MoveNet MultiPose model does not work with WASM backend due to missing F32 broadcast implementation

- Backend WASM missing F32 broadcat implementation  
  <https://github.com/tensorflow/tfjs/issues/5516>  

### Object Detection

Object detection using CenterNet or NanoDet models is not working when using WASM backend due to missing kernel ops in TFJS  

- Backend WASM missing kernel op `Mod`  
  <https://github.com/tensorflow/tfjs/issues/5110>  
- Backend WASM missing kernel op `SparseToDense`  
  <https://github.com/tensorflow/tfjs/issues/4824>  

<br><hr><br>

## Pending Release

- Enhanced **MoveNet** post-processing
- Add optional **Anti-Spoof** module
- Remove old **HandDetect** and **PoseNet** models from default installation
- Refactor **ImageFX** module