add comments for lesson26-fasterrcnn

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dragen1860
2019-02-21 16:54:05 +11:00
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commit f156053eb0

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# 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)