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History

support batch inference during testing (#310 )

* support batch inference during testing

* fix unittest

* update docs using url

* set cfg for train, val and test

* update docs

* update docs and test.py

* samples_per_gpu as global setting

* changes revert

2021-06-23 11:34:29 +08:00

crnn_academic_dataset.py

support batch inference during testing (#310 )

2021-06-23 11:34:29 +08:00

metafile.yml

update metafile (#183 )

2021-05-14 00:17:33 +08:00

README.md

refactor tps config (#135 )

2021-05-12 06:14:24 +00:00

README.md

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