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An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition

Introduction

[ALGORITHM]

@article{shi2016end,
  title={An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition},
  author={Shi, Baoguang and Bai, Xiang and Yao, Cong},
  journal={IEEE transactions on pattern analysis and machine intelligence},
  year={2016}
}

Results and Models

Train Dataset

trainset instance_num repeat_num note
Syn90k 8919273 1 synth

Test Dataset

testset instance_num note
IIIT5K 3000 regular
SVT 647 regular
IC13 1015 regular
IC15 2077 irregular
SVTP 645 irregular
CT80 288 irregular

Results and models

methods Regular Text Irregular Text download
methods IIIT5K SVT IC13 IC15 SVTP CT80
CRNN 80.5 81.5 86.5 54.1 59.1 55.6 model | log