mirror of https://github.com/open-mmlab/mmocr.git
3.3 KiB
3.3 KiB
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
CTW1500
| Method | Pretrained Model | Training set | Test set | #epochs | Test size | Recall | Precision | Hmean | Download |
|---|---|---|---|---|---|---|---|---|---|
| DBNet | ImageNet | ICDAR2015 Train | ICDAR2015 Test | 1200 | 736 | 0.731 | 0.871 | 0.795 | model | log |
ICDAR2015
| Method | Pretrained Model | Training set | Test set | #epochs | Test size | Recall | Precision | Hmean | Download |
|---|---|---|---|---|---|---|---|---|---|
| DBNet | Synthtext | ICDAR2015 Train | ICDAR2015 Test | 1200 | 1024 | 0.796 | 0.866 | 0.830 | model | log |