2021-03-03 18:04:59 +01:00
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# To-Do list for Human library
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2021-06-05 22:13:41 +02:00
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## Work in Progress
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2021-04-25 19:16:04 +02:00
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2021-10-26 21:08:05 +02:00
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- Switch to custom `tfjs` for main `human` ESM bundle
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2021-10-28 20:40:31 +02:00
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- Sort out incompatibility with latest `long.js` 5.0.0 due to CJS to ESM switch
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2021-10-26 21:08:05 +02:00
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2021-09-22 22:00:43 +02:00
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<br>
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2021-10-22 15:48:27 +02:00
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### Exploring
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2021-09-26 16:09:30 +02:00
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2021-10-22 15:48:27 +02:00
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- Optical Flow: <https://docs.opencv.org/3.3.1/db/d7f/tutorial_js_lucas_kanade.html>
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- Histogram Equalization: Regular, Adaptive, Contrast Limited
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2021-10-23 15:38:52 +02:00
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- TFLite Models: <https://js.tensorflow.org/api_tflite/0.0.1-alpha.4/>
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2021-10-19 13:58:51 +02:00
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- Body segmentation: `robust-video-matting`
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2021-09-26 16:09:30 +02:00
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<br><hr><br>
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2021-07-31 13:43:50 +02:00
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2021-08-12 15:31:16 +02:00
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## Known Issues
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2021-07-31 13:43:50 +02:00
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2021-10-29 21:55:20 +02:00
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### Type Definitions
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2021-10-26 21:08:05 +02:00
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- `tfjs.esm.d.ts` missing namespace `OptimizerConstructors`
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- exports from `match` are marked as private
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2021-10-29 21:55:20 +02:00
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#### WebGPU
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Experimental support only until support is officially added in Chromium
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- Performance issues:
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<https://github.com/tensorflow/tfjs/issues/5689>
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2021-07-31 13:43:50 +02:00
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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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2021-08-12 15:31:16 +02:00
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- Backend NodeJS missing kernel op `RotateWithOffset`
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<https://github.com/tensorflow/tfjs/issues/5473>
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2021-07-31 13:43:50 +02:00
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2021-08-20 15:05:07 +02:00
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### Body Detection
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2021-09-26 16:09:30 +02:00
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MoveNet MultiPose model does not work with WASM backend due to missing F32 broadcast implementation
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2021-08-20 15:05:07 +02:00
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2021-09-26 16:09:30 +02:00
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- Backend WASM missing F32 broadcat implementation
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2021-08-20 15:05:07 +02:00
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<https://github.com/tensorflow/tfjs/issues/5516>
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2021-08-12 15:31:16 +02:00
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### Object Detection
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Object detection using CenterNet or NanoDet models is not working when using WASM backend due to missing kernel ops in TFJS
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- Backend WASM missing kernel op `Mod`
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<https://github.com/tensorflow/tfjs/issues/5110>
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- Backend WASM missing kernel op `SparseToDense`
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<https://github.com/tensorflow/tfjs/issues/4824>
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2021-10-19 13:58:51 +02:00
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<br><hr><br>
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2021-11-05 16:28:06 +01:00
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> const mod = (a, b) => tf.sub(a, tf.mul(tf.div(a, tf.scalar(b, 'int32')), tf.scalar(b, 'int32'))); // modulus op implemented in tf
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