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Vladimir Mandic 2021-07-31 07:43:50 -04:00
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## Big Ticket Items
N/A
Implementation of WebGPU backend
Target: `Human` v2.3 with `Chrome` v94 and `TFJS` v4.0
<br>
## Work in Progress
N/A
WebGL shader optimizations for faster load and initial detection
- Implement WebGL uniforms for shaders: https://github.com/tensorflow/tfjs/issues/5205
- Fix shader packing: https://github.com/tensorflow/tfjs/issues/5343
<br>
## Known Issues
### Object Detection
Object detection using CenterNet or NanoDet models is not working when using WASM backend due to missing kernel ops in TFJS
Target: `Human` v2.2 with `TFJS` v3.9
- CenterNet with WASM: <https://github.com/tensorflow/tfjs/issues/5110>
- NanoDet with WASM: <https://github.com/tensorflow/tfjs/issues/4824>
- BlazeFace and HandPose rotation correction in NodeJS: <https://github.com/tensorflow/tfjs/issues/4066>
### 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
Target: `Human` v2.2 with `TFJS` v3.9
- BlazeFace rotation correction in NodeJS: <https://github.com/tensorflow/tfjs/issues/4066>
### 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
Target: `Human` v2.2 with `TFJS` v3.9
- HandPose rotation correction in NodeJS: <https://github.com/tensorflow/tfjs/issues/4066>
Hand detection using WASM backend has reduced precision due to math rounding errors in backend
Target: N/A