Add methods to readme

Signed-off-by: lizz <lizz@sensetime.com>
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lizz 2021-04-10 18:04:36 +08:00
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@ -40,6 +40,27 @@ Documentation: https://mmocr.readthedocs.io/en/latest/.
The toolbox provides a comprehensive set of utilities which can help users assess the performance of models. It includes visualizers which allow visualization of images, ground truths as well as predicted bounding boxes, and a validation tool for evaluating checkpoints during training. It also includes data converters to demonstrate how to convert your own data to the annotation files which the toolbox supports.
## [Model Zoo](https://mmocr.readthedocs.io/en/latest/modelzoo.html)
Supported algorithms:
<details open>
<summary>(click to collapse)</summary>
- [x] [DBNet](configs/textdet/dbnet/README.md) (AAAI'2020)
- [x] [Mask R-CNN](configs/textdet/maskrcnn/README.md) (ICCV'2017)
- [x] [PANet](configs/textdet/panet/README.md) (ICCV'2019)
- [x] [PSENet](configs/textdet/psenet/README.md) (CVPR'2019)
- [x] [TextSnake](configs/textdet/textsnake/README.md) (ECCV'2018)
- [x] [CRNN](configs/textrecog/crnn/crnn_academic_dataset.py) (TPAMI'2016)
- [x] [NRTR](configs/textrecog/nrtr/README.md) (ICDAR'2019)
- [x] [RobustScanner](configs/textrecog/robust_scanner/README.md) (ECCV'2020)
- [x] [SAR](configs/textrecog/sar/README.md) (AAAI'2019)
- [x] [SegOCR](configs/bottom_up/higherhrnet/README.md) (Manuscript'2021)
- [x] [SDMG-R](configs/kie/sdmgr/README.md) (ArXiv'2021)
</details>
## License
This project is released under the [Apache 2.0 license](LICENSE).

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[ALGORITHM]
```bibtex
@INPROCEEDINGS{8237584,
author={K. {He} and G. {Gkioxari} and P. {Dollár} and R. {Girshick}},
booktitle={2017 IEEE International Conference on Computer Vision (ICCV)},
title={Mask R-CNN},
year={2017},
pages={2980-2988},
doi={10.1109/ICCV.2017.322}}
```
In tuning parameters, we refer to the baseline method in the following article:
```bibtex
@article{pmtd,
author={Jingchao Liu and Xuebo Liu and Jie Sheng and Ding Liang and Xin Li and Qingjie Liu},

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[ALGORITHM]
```bibtex
@article{li2018shape,
@inproceedings{wang2019shape,
title={Shape robust text detection with progressive scale expansion network},
author={Li, Xiang and Wang, Wenhai and Hou, Wenbo and Liu, Ruo-Ze and Lu, Tong and Yang, Jian},
journal={arXiv preprint arXiv:1806.02559},
year={2018}
author={Wang, Wenhai and Xie, Enze and Li, Xiang and Hou, Wenbo and Lu, Tong and Yu, Gang and Shao, Shuai},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
pages={9336--9345},
year={2019}
}
```

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## Results and models
| methods | | Regular Text | | | | Irregular Text | | download |
| :-----: | :----: | :----------: | :---: | :---: | :---: | :------------: | :---: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| methods | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
| [CRNN](/configs/textrecog/crnn/crnn_academic_dataset.py) | 80.5 | 81.5 | 86.5 | | - | - | - | [model](https://download.openmmlab.com/mmocr/textrecog/crnn/crnn_academic-a723a1c5.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/crnn/20210326_111035.log.json) |
| methods | | Regular Text | | | | Irregular Text | | download |
| :------------------------------------------------------: | :----: | :----------: | :--: | :-: | :--: | :------------: | :--: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| methods | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
| [CRNN](/configs/textrecog/crnn/crnn_academic_dataset.py) | 80.5 | 81.5 | 86.5 | | - | - | - | [model](https://download.openmmlab.com/mmocr/textrecog/crnn/crnn_academic-a723a1c5.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/crnn/20210326_111035.log.json) |

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### Train Dataset
| trainset | instance_num | repeat_num | source |
| :--------: | :----------: | :--------: | :----------------------: |
| SynthText | 7266686 | 1 | synth |
| Syn90k | 8919273 | 1 | synth |
| trainset | instance_num | repeat_num | source |
| :-------: | :----------: | :--------: | :----: |
| SynthText | 7266686 | 1 | synth |
| Syn90k | 8919273 | 1 | synth |
### Test Dataset
| testset | instance_num | type |
| :-----: | :----------: | :-------------------------: |
| IIIT5K | 3000 | regular |
| SVT | 647 | regular |
| IC13 | 1015 | regular |
| IC15 | 2077 | irregular |
| SVTP | 645 | irregular |
| CT80 | 288 | irregular |
| testset | instance_num | type |
| :-----: | :----------: | :-------: |
| IIIT5K | 3000 | regular |
| SVT | 647 | regular |
| IC13 | 1015 | regular |
| IC15 | 2077 | irregular |
| SVTP | 645 | irregular |
| CT80 | 288 | irregular |
## Results and Models
| Methods | Backbone || Regular Text |||| Irregular Text ||download|
| :-------: | :---------: | :----: | :----: | :--: | :-: | :--: | :------: | :--: | :-----: |
| | | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
| [NRTR](/configs/textrecog/nrtr/nrtr_r31_1by16_1by8_academic.py) | R31-1/16-1/8 | 93.9 | 90.0| 93.5 | | 74.5 | 78.5 | 86.5 | [model](https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_r31_academic_20210406-954db95e.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/nrtr/20210406_010150.log.json) |
| [NRTR](/configs/textrecog/nrtr/nrtr_r31_1by8_1by4_academic.py) | R31-1/8-1/4 | 94.7 | 87.5| 93.3 | | 75.1 | 78.9 | 87.9 | [model](https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_r31_1by8_1by4_academic_20210406-ce16e7cc.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/nrtr/20210406_160845.log.json) |
| Methods | Backbone | | Regular Text | | | | Irregular Text | | download |
| :-------------------------------------------------------------: | :----------: | :----: | :----------: | :--: | :-: | :--: | :------------: | :--: | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| | | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
| [NRTR](/configs/textrecog/nrtr/nrtr_r31_1by16_1by8_academic.py) | R31-1/16-1/8 | 93.9 | 90.0 | 93.5 | | 74.5 | 78.5 | 86.5 | [model](https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_r31_academic_20210406-954db95e.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/nrtr/20210406_010150.log.json) |
| [NRTR](/configs/textrecog/nrtr/nrtr_r31_1by8_1by4_academic.py) | R31-1/8-1/4 | 94.7 | 87.5 | 93.3 | | 75.1 | 78.9 | 87.9 | [model](https://download.openmmlab.com/mmocr/textrecog/nrtr/nrtr_r31_1by8_1by4_academic_20210406-ce16e7cc.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/nrtr/20210406_160845.log.json) |
**Notes:**
- `R31-1/16-1/8` means the height of feature from backbone is 1/16 of input image, where 1/8 for width.
- `R31-1/8-1/4` means the height of feature from backbone is 1/8 of input image, where 1/4 for width.
- `R31-1/16-1/8` means the height of feature from backbone is 1/16 of input image, where 1/8 for width.
- `R31-1/8-1/4` means the height of feature from backbone is 1/8 of input image, where 1/4 for width.

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## Results and Models
| Methods | GPUs | | Regular Text | | | | Irregular Text | | download |
| :-----------------------------------------------------------------------------: | :---: | :----: | :----------: | :---: | :---: | :---: | :------------: | :---: | :-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| | | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
| [RobustScanner](configs/textrecog/robust_scanner/robustscanner_r31_academic.py) | 16 | 95.1 | 89.2 | 93.1 | | 77.8 | 80.3 | 90.3 | [model](https://download.openmmlab.com/mmocr/textrecog/robustscanner/robustscanner_r31_academic-5f05874f.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/robustscanner/20210401_170932.log.json) |
| Methods | GPUs | | Regular Text | | | | Irregular Text | | download |
| :-----------------------------------------------------------------------------: | :--: | :----: | :----------: | :--: | :-: | :--: | :------------: | :--: | :-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
| | | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
| [RobustScanner](configs/textrecog/robust_scanner/robustscanner_r31_academic.py) | 16 | 95.1 | 89.2 | 93.1 | | 77.8 | 80.3 | 90.3 | [model](https://download.openmmlab.com/mmocr/textrecog/robustscanner/robustscanner_r31_academic-5f05874f.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/robustscanner/20210401_170932.log.json) |
## References