History

Hongbin Sun 3188e53404 [Refactor] refactor textrecog config structure (#617 ) * refactor configs of textrecog * remove duplicate key in config _base_ * fix typo * rename dataset config file		2021-11-25 16:27:45 +08:00
..
README.md	[Fix] Update checkpoint links for SATRN (#518 )	2021-10-10 11:26:37 +08:00
metafile.yml	unify task names in metafiles (#548 )	2021-11-03 15:03:37 +08:00
satrn_academic.py	[Refactor] refactor textrecog config structure (#617 )	2021-11-25 16:27:45 +08:00
satrn_small.py	[Refactor] refactor textrecog config structure (#617 )	2021-11-25 16:27:45 +08:00

README.md

SATRN

Introduction

[ALGORITHM]

@article{junyeop2019recognizing,
  title={On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention},
  author={Junyeop Lee, Sungrae Park, Jeonghun Baek, Seong Joon Oh, Seonghyeon Kim, Hwalsuk Lee},
  year={2019}
}

Dataset

Train Dataset

trainset	instance_num	repeat_num	source
SynthText	7266686	1	synth
Syn90k	8919273	1	synth

Test Dataset

testset	instance_num	type
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
	IIIT5K	SVT	IC13	IC15	SVTP	CT80
Satrn	96.1	93.5	95.7	84.1	88.5	90.3	model \| log
Satrn_small	94.7	91.3	95.4	81.9	85.9	86.5	model \| log