Scene Text Recognition on ICDAR2015

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	DTrOCR 105M	93.5	No	DTrOCR: Decoder-only Transformer for Optical Cha...	2023-08-30	Code
2	CLIP4STR-L*	92.6	Yes	An Empirical Study of Scaling Law for OCR	2023-12-29	Code
3	CPPD	91.7	Yes	Context Perception Parallel Decoder for Scene Te...	2023-07-23	Code
4	CLIP4STR-L (DataComp-1B)	91.4	No	CLIP4STR: A Simple Baseline for Scene Text Recog...	2023-05-23	Code
5	MGP-STR	90.9	Yes	Multi-Granularity Prediction for Scene Text Reco...	2022-09-08	Code
6	CLIP4STR-L	90.8	Yes	CLIP4STR: A Simple Baseline for Scene Text Recog...	2023-05-23	Code
7	CLIP4STR-B	90.6	Yes	CLIP4STR: A Simple Baseline for Scene Text Recog...	2023-05-23	Code
8	SIGA_S	87.6	No	Self-supervised Implicit Glyph Attention for Tex...	2022-03-07	Code
9	S-GTR	87.3	Yes	Visual Semantics Allow for Textual Reasoning Bet...	2021-12-24	Code
10	MATRN	86.6	No	Multi-modal Text Recognition Networks: Interacti...	2021-11-30	Code
11	CDistNet (Ours)	86.25	No	CDistNet: Perceiving Multi-Domain Character Dist...	2021-11-22	Code
12	DiffusionSTR	86	No	DiffusionSTR: Diffusion Model for Scene Text Rec...	2023-06-29	-
13	DPAN	85.5	No	-	-	Code
14	RCEED	82.2	No	Representation and Correlation Enhanced Encoder-...	2021-06-13	Code
15	CSTR	81.6	No	Revisiting Classification Perspective on Scene T...	2021-02-22	Code
16	Yet Another Text Recognizer	80.2	No	Why You Should Try the Real Data for the Scene T...	2021-07-29	Code
17	SEED	80	No	SEED: Semantics Enhanced Encoder-Decoder Framewo...	2020-05-22	Code
18	TextScanner	79.4	No	TextScanner: Reading Characters in Order for Rob...	2019-12-28	-
19	SATRN	79	No	On Recognizing Texts of Arbitrary Shapes with 2D...	2019-10-10	Code
20	SAFL	77.5	No	SAFL: A Self-Attention Scene Text Recognizer wit...	2022-01-01	Code
21	ASTER	76.1	No	-	-	Code
22	DAN	74.5	No	Decoupled Attention Network for Text Recognition	2019-12-21	Code
23	AON	73	No	AON: Towards Arbitrarily-Oriented Text Recognition	2017-11-12	Code
24	ViTSTR	72.6	No	Vision Transformer for Fast and Efficient Scene ...	2021-05-18	Code
25	Baek et al.	71.8	No	What Is Wrong With Scene Text Recognition Model ...	2019-04-03	Code
26	SAR	69.2	No	Show, Attend and Read: A Simple and Strong Basel...	2018-11-02	Code

#1DTrOCR 105MSOTA
93.5
Accuracy· 2023-08-30
DTrOCR: Decoder-only Transformer for Optical Character Recognition Code
#2CLIP4STR-L*
92.6
Accuracy· Extra Data· 2023-12-29
An Empirical Study of Scaling Law for OCR Code
#3CPPDSOTA
91.7
Accuracy· Extra Data· 2023-07-23
Context Perception Parallel Decoder for Scene Text Recognition Code
#4CLIP4STR-L (DataComp-1B)SOTA
91.4
Accuracy· 2023-05-23
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code
#5MGP-STRSOTA
90.9
Accuracy· Extra Data· 2022-09-08
Multi-Granularity Prediction for Scene Text Recognition Code
#6CLIP4STR-L
90.8
Accuracy· Extra Data· 2023-05-23
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code
#7CLIP4STR-B
90.6
Accuracy· Extra Data· 2023-05-23
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language Model Code
#8SIGA_SSOTA
87.6
Accuracy· 2022-03-07
Self-supervised Implicit Glyph Attention for Text Recognition Code
#9S-GTRSOTA
87.3
Accuracy· Extra Data· 2021-12-24
Visual Semantics Allow for Textual Reasoning Better in Scene Text Recognition Code
#10MATRNSOTA
86.6
Accuracy· 2021-11-30
Multi-modal Text Recognition Networks: Interactive Enhancements between Visual and Semantic Features Code
#11CDistNet (Ours)SOTA
86.25
Accuracy· 2021-11-22
CDistNet: Perceiving Multi-Domain Character Distance for Robust Text Recognition Code
#12DiffusionSTR
86
Accuracy· 2023-06-29
DiffusionSTR: Diffusion Model for Scene Text Recognition
#13DPAN
85.5
Accuracy
No paperCode
#14RCEEDSOTA
82.2
Accuracy· 2021-06-13
Representation and Correlation Enhanced Encoder-Decoder Framework for Scene Text Recognition Code
#15CSTRSOTA
81.6
Accuracy· 2021-02-22
Revisiting Classification Perspective on Scene Text Recognition Code
#16Yet Another Text Recognizer
80.2
Accuracy· 2021-07-29
Why You Should Try the Real Data for the Scene Text Recognition Code
#17SEEDSOTA
80
Accuracy· 2020-05-22
SEED: Semantics Enhanced Encoder-Decoder Framework for Scene Text Recognition Code
#18TextScannerSOTA
79.4
Accuracy· 2019-12-28
TextScanner: Reading Characters in Order for Robust Scene Text Recognition
#19SATRNSOTA
79
Accuracy· 2019-10-10
On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention Code
#20SAFL
77.5
Accuracy· 2022-01-01
SAFL: A Self-Attention Scene Text Recognizer with Focal Loss Code
#21ASTER
76.1
Accuracy
No paperCode
#22DAN
74.5
Accuracy· 2019-12-21
Decoupled Attention Network for Text Recognition Code
#23AONSOTA
73
Accuracy· 2017-11-12
AON: Towards Arbitrarily-Oriented Text Recognition Code
#24ViTSTR
72.6
Accuracy· 2021-05-18
Vision Transformer for Fast and Efficient Scene Text Recognition Code
#25Baek et al.
71.8
Accuracy· 2019-04-03
What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis Code
#26SAR
69.2
Accuracy· 2018-11-02
Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition Code