Scene Parsing on ICDAR 2003

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	Yet Another Text Recognizer	97.1	No	Why You Should Try the Real Data for the Scene T...	2021-07-29	Code
2	SIGA_T	97	No	Self-supervised Implicit Glyph Attention for Tex...	2022-03-07	Code
3	SATRN	96.7	No	On Recognizing Texts of Arbitrary Shapes with 2D...	2019-10-10	Code
4	DAN	95	No	Decoupled Attention Network for Text Recognition	2019-12-21	Code
5	SAFL	95	No	SAFL: A Self-Attention Scene Text Recognizer wit...	2022-01-01	Code
6	CSTR	94.8	No	Revisiting Classification Perspective on Scene T...	2021-02-22	Code
7	Baek et al.	94.4	No	What Is Wrong With Scene Text Recognition Model ...	2019-04-03	Code
8	ViTSTR	94.3	No	Vision Transformer for Fast and Efficient Scene ...	2021-05-18	Code
9	AON	91.5	No	AON: Towards Arbitrarily-Oriented Text Recognition	2017-11-12	Code
10	RARE	90.1	No	Robust Scene Text Recognition with Automatic Rec...	2016-03-12	Code
11	STAR-Net	89.9	No	-	-	Code
12	CRNN	89.4	No	An End-to-End Trainable Neural Network for Image...	2015-07-21	Code

#1Yet Another Text RecognizerSOTA
97.1
Accuracy· 2021-07-29
Why You Should Try the Real Data for the Scene Text Recognition Code
#2SIGA_T
97
Accuracy· 2022-03-07
Self-supervised Implicit Glyph Attention for Text Recognition Code
#3SATRNSOTA
96.7
Accuracy· 2019-10-10
On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention Code
#4DAN
95
Accuracy· 2019-12-21
Decoupled Attention Network for Text Recognition Code
#5SAFL
95
Accuracy· 2022-01-01
SAFL: A Self-Attention Scene Text Recognizer with Focal Loss Code
#6CSTR
94.8
Accuracy· 2021-02-22
Revisiting Classification Perspective on Scene Text Recognition Code
#7Baek et al.SOTA
94.4
Accuracy· 2019-04-03
What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis Code
#8ViTSTR
94.3
Accuracy· 2021-05-18
Vision Transformer for Fast and Efficient Scene Text Recognition Code
#9AONSOTA
91.5
Accuracy· 2017-11-12
AON: Towards Arbitrarily-Oriented Text Recognition Code
#10RARESOTA
90.1
Accuracy· 2016-03-12
Robust Scene Text Recognition with Automatic Rectification Code
#11STAR-Net
89.9
Accuracy
No paperCode
#12CRNNSOTA
89.4
Accuracy· 2015-07-21
An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text Recognition Code