Scene Text Recognition on ICDAR2013

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	CLIP4STR-L*	99.42	Yes	An Empirical Study of Scaling Law for OCR	2023-12-29	Code
2	DTrOCR 105M	99.4	No	DTrOCR: Decoder-only Transformer for Optical Cha...	2023-08-30	Code
3	CLIP4STR-L (DataComp-1B)	99	No	CLIP4STR: A Simple Baseline for Scene Text Recog...	2023-05-23	Code
4	MGP-STR	98.5	Yes	Multi-Granularity Prediction for Scene Text Reco...	2022-09-08	Code
5	CLIP4STR-L	98.5	Yes	CLIP4STR: A Simple Baseline for Scene Text Recog...	2023-05-23	Code
6	CCD-ViT-Base(ARD_2.8M)	98.3	Yes	Self-supervised Character-to-Character Distillat...	2022-11-01	Code
7	CCD-ViT-Small(ARD_2.8M)	98.3	Yes	Self-supervised Character-to-Character Distillat...	2022-11-01	Code
8	CLIP4STR-B	98.3	Yes	CLIP4STR: A Simple Baseline for Scene Text Recog...	2023-05-23	Code
9	MATRN	97.9	No	Multi-modal Text Recognition Networks: Interacti...	2021-11-30	Code
10	S-GTR	97.8	Yes	Visual Semantics Allow for Textual Reasoning Bet...	2021-12-24	Code
11	SIGA_T	97.8	No	Self-supervised Implicit Glyph Attention for Tex...	2022-03-07	Code
12	DPAN	97.7	No	-	-	Code
13	CDistNet (Ours)	97.67	No	CDistNet: Perceiving Multi-Domain Character Dist...	2021-11-22	Code
14	CCD-ViT-Tiny(ARD_2.8M)	97.5	Yes	Self-supervised Character-to-Character Distillat...	2022-11-01	Code
15	SVTR-L (Large)	97.2	No	SVTR: Scene Text Recognition with a Single Visua...	2022-04-30	Code
16	SVTR-B (Base)	97.1	No	SVTR: Scene Text Recognition with a Single Visua...	2022-04-30	Code
17	DiffusionSTR	97.1	No	DiffusionSTR: Diffusion Model for Scene Text Rec...	2023-06-29	-
18	Yet Another Text Recognizer	96.8	No	Why You Should Try the Real Data for the Scene T...	2021-07-29	Code
19	SVTR-T (Tiny)	96.3	No	SVTR: Scene Text Recognition with a Single Visua...	2022-04-30	Code
20	SVTR-S (Small)	95.7	No	SVTR: Scene Text Recognition with a Single Visua...	2022-04-30	Code
21	SRN	95.5	No	Towards Accurate Scene Text Recognition with Sem...	2020-03-27	Code
22	RCEED	94.7	No	Representation and Correlation Enhanced Encoder-...	2021-06-13	Code
23	SATRN	94.1	No	On Recognizing Texts of Arbitrary Shapes with 2D...	2019-10-10	Code
24	DAN	93.9	No	Decoupled Attention Network for Text Recognition	2019-12-21	Code
25	CSTR	93.2	No	Revisiting Classification Perspective on Scene T...	2021-02-22	Code
26	TextScanner	92.9	No	TextScanner: Reading Characters in Order for Rob...	2019-12-28	-
27	SEED	92.8	No	SEED: Semantics Enhanced Encoder-Decoder Framewo...	2020-05-22	Code
28	SAFL	92.8	No	SAFL: A Self-Attention Scene Text Recognizer wit...	2022-01-01	Code
29	ViTSTR	92.4	No	Vision Transformer for Fast and Efficient Scene ...	2021-05-18	Code
30	Baek et al.	92.3	No	What Is Wrong With Scene Text Recognition Model ...	2019-04-03	Code
31	ASTER	91.8	No	-	-	Code
32	CA-FCN	91.5	No	Scene Text Recognition from Two-Dimensional Pers...	2018-09-18	-
33	SAR	91	No	Show, Attend and Read: A Simple and Strong Basel...	2018-11-02	Code
34	STAR-Net	89.1	No	-	-	Code
35	RARE	88.6	No	Robust Scene Text Recognition with Automatic Rec...	2016-03-12	Code
36	CRNN	86.7	No	An End-to-End Trainable Neural Network for Image...	2015-07-21	Code
37	CHAR	79.5	No	Synthetic Data and Artificial Neural Networks fo...	2014-06-09	Code