mmocr/configs/textdet/dbnet
Tong Gao dab5725d70
fix paper field in metafiles (#550)
2021-11-03 15:02:31 +08:00
..
README.md add model for chinese (#156) 2021-05-09 21:49:08 +08:00
dbnet_r18_fpnc_1200e_icdar2015.py [Refactor] Use MMOCR's registry (#436) 2021-08-19 19:17:15 +08:00
dbnet_r50dcnv2_fpnc_1200e_icdar2015.py [Refactor] Use MMOCR's registry (#436) 2021-08-19 19:17:15 +08:00
metafile.yml fix paper field in metafiles (#550) 2021-11-03 15:02:31 +08:00

README.md

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

ICDAR2015

Method Pretrained Model Training set Test set #epochs Test size Recall Precision Hmean Download
DBNet_r18 ImageNet ICDAR2015 Train ICDAR2015 Test 1200 736 0.731 0.871 0.795 model | log
DBNet_r50dcn Synthtext ICDAR2015 Train ICDAR2015 Test 1200 1024 0.796 0.866 0.830 model | log