mirror of https://github.com/open-mmlab/mmocr.git
42 lines
2.3 KiB
Markdown
42 lines
2.3 KiB
Markdown
# SATRN
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## Introduction
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[ALGORITHM]
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```bibtex
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@article{junyeop2019recognizing,
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title={On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention},
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author={Junyeop Lee, Sungrae Park, Jeonghun Baek, Seong Joon Oh, Seonghyeon Kim, Hwalsuk Lee},
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year={2019}
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}
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```
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## Dataset
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### Train Dataset
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| trainset | instance_num | repeat_num | source |
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| :-------: | :----------: | :--------: | :----: |
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| SynthText | 7266686 | 1 | synth |
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| Syn90k | 8919273 | 1 | synth |
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### Test Dataset
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| testset | instance_num | type |
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| :-----: | :----------: | :-------: |
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| IIIT5K | 3000 | regular |
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| SVT | 647 | regular |
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| IC13 | 1015 | regular |
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| IC15 | 2077 | irregular |
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| SVTP | 645 | irregular |
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| CT80 | 288 | irregular |
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## Results and Models
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| Methods | | Regular Text | | | | Irregular Text | | download |
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| :-------------------------------------------------------------: | :----: | :----------: | :--: | :-: | :--: | :------------: | :--: | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
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| | IIIT5K | SVT | IC13 | | IC15 | SVTP | CT80 |
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| [Satrn](/configs/textrecog/satrn/satrn_academic.py) | 96.1 | 93.5 | 95.7 | | 84.1 | 88.5 | 90.3 | [model](https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_academic_20210809-59c8c92d.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/satrn/20210809_093244.log.json) |
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| [Satrn_small](/configs/textrecog/satrn/satrn_small.py) | 94.7 | 91.3 | 95.4 | | 81.9 | 85.9 | 86.5 | [model](https://download.openmmlab.com/mmocr/textrecog/satrn/satrn_small_20210811-2badf6fc.pth) \| [log](https://download.openmmlab.com/mmocr/textrecog/satrn/20210811_053047.log.json) |
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