Text Detection Models¶
Real-time Scene Text Detection with Differentiable Binarization¶
Introduction¶
[ALGORITHM]
@article{Liao_Wan_Yao_Chen_Bai_2020,
title={Real-Time Scene Text Detection with Differentiable Binarization},
journal={Proceedings of the AAAI Conference on Artificial Intelligence},
author={Liao, Minghui and Wan, Zhaoyi and Yao, Cong and Chen, Kai and Bai, Xiang},
year={2020},
pages={11474-11481}}
Results and models¶
DRRG¶
Introduction¶
[ALGORITHM]
@article{zhang2020drrg,
title={Deep relational reasoning graph network for arbitrary shape text detection},
author={Zhang, Shi-Xue and Zhu, Xiaobin and Hou, Jie-Bo and Liu, Chang and Yang, Chun and Wang, Hongfa and Yin, Xu-Cheng},
booktitle={CVPR},
pages={9699-9708},
year={2020}
}
Mask R-CNN¶
Introduction¶
[ALGORITHM]
@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:
@article{pmtd,
author={Jingchao Liu and Xuebo Liu and Jie Sheng and Ding Liang and Xin Li and Qingjie Liu},
title={Pyramid Mask Text Detector},
journal={CoRR},
volume={abs/1903.11800},
year={2019}
}
Results and models¶
CTW1500¶
Method | Pretrained Model | Training set | Test set | ##epochs | Test size | Recall | Precision | Hmean | Download |
---|---|---|---|---|---|---|---|---|---|
MaskRCNN | ImageNet | CTW1500 Train | CTW1500 Test | 160 | 1600 | 0.753 | 0.712 | 0.732 | model | log |
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network¶
Introduction¶
[ALGORITHM]
@inproceedings{WangXSZWLYS19,
author={Wenhai Wang and Enze Xie and Xiaoge Song and Yuhang Zang and Wenjia Wang and Tong Lu and Gang Yu and Chunhua Shen},
title={Efficient and Accurate Arbitrary-Shaped Text Detection With Pixel Aggregation Network},
booktitle={ICCV},
pages={8439--8448},
year={2019}
}
PSENet¶
Introduction¶
[ALGORITHM]
@inproceedings{wang2019shape,
title={Shape robust text detection with progressive scale expansion network},
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}
}
Textsnake¶
Introduction¶
[ALGORITHM]
@article{long2018textsnake,
title={TextSnake: A Flexible Representation for Detecting Text of Arbitrary Shapes},
author={Long, Shangbang and Ruan, Jiaqiang and Zhang, Wenjie and He, Xin and Wu, Wenhao and Yao, Cong},
booktitle={ECCV},
pages={20-36},
year={2018}
}