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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