2021-04-03 01:03:52 +08:00
|
|
|
# PSENet
|
|
|
|
|
|
|
|
## Introduction
|
|
|
|
|
|
|
|
[ALGORITHM]
|
|
|
|
|
|
|
|
```bibtex
|
|
|
|
@article{li2018shape,
|
|
|
|
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}
|
|
|
|
}
|
|
|
|
```
|
|
|
|
|
|
|
|
## Results and models
|
|
|
|
|
|
|
|
### CTW1500
|
|
|
|
|
2021-04-05 16:06:06 +08:00
|
|
|
| Method | Backbone | Extra Data | Training set | Test set | #epochs | Test size | Recall | Precision | Hmean | Download |
|
|
|
|
| :------------------------------------------------------------------: | :------: | :--------: | :-----------: | :----------: | :-----: | :-------: | :----: | :-------: | :---: | :----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
|
|
|
|
| [PSENet-4s](/configs/textdet/psenet/psenet_r50_fpnf_600e_ctw1500.py) | ResNet50 | - | CTW1500 Train | CTW1500 Test | 600 | 1280 | 0.728 | 0.849 | 0.784 | [model](https://download.openmmlab.com/mmocr/textdet/psenet/psenet_r50_fpnf_600e_ctw1500_20210401-216fed50.pth) \| [log](https://download.openmmlab.com/mmocr/textdet/psenet/20210401_215421.log.json) |
|
2021-04-03 01:03:52 +08:00
|
|
|
|
|
|
|
### ICDAR2015
|
|
|
|
|
2021-04-05 16:06:06 +08:00
|
|
|
| Method | Backbone | Extra Data | Training set | Test set | #epochs | Test size | Recall | Precision | Hmean | Download |
|
|
|
|
| :--------------------------------------------------------------------: | :------: | :---------------------------------------------------------------------------------------------------------------------------------------: | :----------: | :-------: | :-----: | :-------: | :----: | :-------: | :---: | :---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: |
|
|
|
|
| [PSENet-4s](/configs/textdet/psenet/psenet_r50_fpnf_600e_icdar2015.py) | ResNet50 | - | IC15 Train | IC15 Test | 600 | 2240 | 0.784 | 0.831 | 0.807 | [model](https://download.openmmlab.com/mmocr/textdet/psenet/psenet_r50_fpnf_600e_icdar2015-c6131f0d.pth) \| [log](https://download.openmmlab.com/mmocr/textdet/psenet/20210331_214145.log.json) |
|
2021-04-06 11:14:30 +08:00
|
|
|
| [PSENet-4s](/configs/textdet/psenet/psenet_r50_fpnf_600e_icdar2015.py) | ResNet50 | pretrain on IC17 MLT [model](https://download.openmmlab.com/mmocr/textdet/psenet/psenet_r50_fpnf_600e_icdar2017_as_pretrain-3bd6056c.pth) | IC15 Train | IC15 Test | 600 | 2240 | 0.834 | 0.861 | 0.847 | [model](https://download.openmmlab.com/mmocr/textdet/psenet/psenet_r50_fpnf_600e_icdar2015_pretrain-eefd8fe6.pth) \| [log]() |
|