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	add comments for lesson26-fasterrcnn
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		| @@ -1,12 +1,11 @@ | ||||
| # tf-eager-fasterrcnn | ||||
| # Faster RCNN | ||||
|  | ||||
| Faster R-CNN R-101-FPN model was implemented with tensorflow eager execution.  | ||||
| Faster R-CNN R-101-FPN model was implemented with tensorflow 2.0. | ||||
|  | ||||
| # Requirements | ||||
|  | ||||
| - Cuda 9.0 | ||||
| - Python 3.5 | ||||
| - TensorFlow 1.11 | ||||
| - python 3.* | ||||
| - tensorflow 2.* | ||||
| - cv2 | ||||
|  | ||||
| # Usage | ||||
| @@ -15,23 +14,17 @@ see `train_model.ipynb` and `inspect_model.ipynb` | ||||
|  | ||||
| ### Download trained Faster R-CNN | ||||
|  | ||||
| - [Google Drive](https://drive.google.com/open?id=12gh8ei9w6MeAXXIxONNR-xdEdTJ8Zkko) | ||||
|  | ||||
| - [百度网盘](https://pan.baidu.com/s/1I5PGkpvnDSduJnngoWuktQ) | ||||
|  | ||||
|  | ||||
| # Updating | ||||
|  | ||||
| - [ ] evaluation utils | ||||
| - [ ] training without for-loop when batch size > 1 | ||||
| - [ ] TTA (multi-scale testing and flip) | ||||
| - [ ] online hard examples mining | ||||
| - [ ] multi-scale training | ||||
| - [ ] soft-nms | ||||
| - [ ] balanced sampling and negative samples training (maybe) | ||||
|  | ||||
|  | ||||
| # Acknowledgement | ||||
|  | ||||
| This work builds on many excellent works, which include: | ||||
|  | ||||
| - heavily based on [tf-eager-fasterrcnn](https://github.com/Viredery/tf-eager-fasterrcnn) | ||||
| - [matterport/Mask_RCNN](https://github.com/matterport/Mask_RCNN) | ||||
| - [open-mmlab/mmdetection](https://github.com/open-mmlab/mmdetection) | ||||
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