mmocr/configs/textdet/maskrcnn/README.md

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

ICDAR2015

Method	Pretrained Model	Training set	Test set	#epochs	Test size	Recall	Precision	Hmean	Download
MaskRCNN	ImageNet	ICDAR2015 Train	ICDAR2015 Test	160	1920	0.783	0.872	0.825	model | log

ICDAR2017

Method	Pretrained Model	Training set	Test set	#epochs	Test size	Recall	Precision	Hmean	Download
MaskRCNN	ImageNet	ICDAR2017 Train	ICDAR2017 Val	160	1600	0.754	0.827	0.789	model | log