Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 76–100 of 269 papers

Title	Date	Tasks	Status	Hype
TPS++: Attention-Enhanced Thin-Plate Spline for Scene Text Recognition	May 9, 2023	Optical Character Recognition (OCR)Scene Text Recognition	CodeCode Available	1
Scene Text Recognition with Image-Text Matching-guided Dictionary	May 8, 2023	Image-text matchingLanguage Modeling	—Unverified	0
Improving Scene Text Recognition for Character-Level Long-Tailed Distribution	Mar 31, 2023	Scene Text Recognition	—Unverified	0
Context-Aware Selective Label Smoothing for Calibrating Sequence Recognition Model	Mar 13, 2023	Decision MakingScene Text Recognition	—Unverified	0
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition	Mar 7, 2023	Image ReconstructionScene Text Recognition	—Unverified	0
Augmented Transformers with Adaptive n-grams Embedding for Multilingual Scene Text Recognition	Feb 28, 2023	Language IdentificationScene Text Recognition	—Unverified	0
Geometric Perception based Efficient Text Recognition	Feb 8, 2023	Scene Text Recognition	CodeCode Available	0
CLIPTER: Looking at the Bigger Picture in Scene Text Recognition	Jan 18, 2023	Language ModelingLanguage Modelling	—Unverified	0
B-Spline Texture Coefficients Estimator for Screen Content Image Super-Resolution	Jan 1, 2023	Image Super-ResolutionScene Text Recognition	CodeCode Available	1
ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text Spotting	Nov 19, 2022	BlockingLanguage Modeling	CodeCode Available	1
Portmanteauing Features for Scene Text Recognition	Nov 9, 2022	Scene Text Recognition	—Unverified	0
Masked Vision-Language Transformers for Scene Text Recognition	Nov 9, 2022	DecoderScene Text Recognition	CodeCode Available	1
Pure Transformer with Integrated Experts for Scene Text Recognition	Nov 9, 2022	DecoderScene Text Recognition	—Unverified	0
Self-supervised Character-to-Character Distillation for Text Recognition	Nov 1, 2022	Data AugmentationRepresentation Learning	CodeCode Available	1
Scene Text Recognition with Semantics	Oct 19, 2022	Scene Text Recognition	—Unverified	0
Scene Text Image Super-Resolution via Content Perceptual Loss and Criss-Cross Transformer Blocks	Oct 13, 2022	Image ReconstructionImage Super-Resolution	—Unverified	0
Reading Chinese in Natural Scenes with a Bag-of-Radicals Prior	Oct 5, 2022	Scene Text Recognition	—Unverified	0
Out-of-Vocabulary Challenge Report	Sep 14, 2022	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified	0
Levenshtein OCR	Sep 8, 2022	Imitation LearningOptical Character Recognition (OCR)	CodeCode Available	0
Multi-Granularity Prediction for Scene Text Recognition	Sep 8, 2022	Language ModelingLanguage Modelling	CodeCode Available	0
Scene Text Recognition with Single-Point Decoding Network	Sep 5, 2022	Scene Text Recognition	—Unverified	0
Vision-Language Adaptive Mutual Decoder for OOV-STR	Sep 2, 2022	DecoderLanguage Modeling	—Unverified	0
1st Place Solution to ECCV 2022 Challenge on Out of Vocabulary Scene Text Understanding: End-to-End Recognition of Out of Vocabulary Words	Sep 1, 2022	Autonomous DrivingScene Text Recognition	—Unverified	0
Toward Understanding WordArt: Corner-Guided Transformer for Scene Text Recognition	Jul 31, 2022	Scene Text Recognition	CodeCode Available	1
Optimal Boxes: Boosting End-to-End Scene Text Recognition by Adjusting Annotated Bounding Boxes via Reinforcement Learning	Jul 25, 2022	Domain AdaptationOptical Character Recognition (OCR)	—Unverified	0

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All datasets ICDAR2013 SVT ICDAR2015 CUTE80 IIIT5k SVTP ICDAR 2003 WOST IC19-Art COCO-Text HOST Uber-Text

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-L*	Accuracy	99.42	—	Unverified
2	DTrOCR 105M	Accuracy	99.4	—	Unverified
3	CLIP4STR-L (DataComp-1B)	Accuracy	99	—	Unverified
4	CLIP4STR-L	Accuracy	98.5	—	Unverified
5	MGP-STR	Accuracy	98.5	—	Unverified
6	CCD-ViT-Small(ARD_2.8M)	Accuracy	98.3	—	Unverified
7	CLIP4STR-B	Accuracy	98.3	—	Unverified
8	CCD-ViT-Base(ARD_2.8M)	Accuracy	98.3	—	Unverified
9	MATRN	Accuracy	97.9	—	Unverified
10	S-GTR	Accuracy	97.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-H (DFN-5B)	Accuracy	99.1	—	Unverified
2	DTrOCR 105M	Accuracy	98.9	—	Unverified
3	CLIP4STR-B*	Accuracy	98.76	—	Unverified
4	CLIP4STR-L (DataComp-1B)	Accuracy	98.6	—	Unverified
5	MGP-STR	Accuracy	98.6	—	Unverified
6	CLIP4STR-L	Accuracy	98.5	—	Unverified
7	CPPD	Accuracy	98.5	—	Unverified
8	CLIP4STR-B	Accuracy	98.3	—	Unverified
9	CCD-ViT-Base(ARD_2.8M)	Accuracy	97.8	—	Unverified
10	CCD-ViT-Small(ARD_2.8M)	Accuracy	96.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DTrOCR 105M	Accuracy	93.5	—	Unverified
2	CLIP4STR-L*	Accuracy	92.6	—	Unverified
3	CPPD	Accuracy	91.7	—	Unverified
4	CLIP4STR-L (DataComp-1B)	Accuracy	91.4	—	Unverified
5	MGP-STR	Accuracy	90.9	—	Unverified
6	CLIP4STR-L	Accuracy	90.8	—	Unverified
7	CLIP4STR-B	Accuracy	90.6	—	Unverified
8	SIGA_S	Accuracy	87.6	—	Unverified
9	S-GTR	Accuracy	87.3	—	Unverified
10	MATRN	Accuracy	86.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CPPD	Accuracy	99.7	—	Unverified
2	CLIP4STR-L (DataComp-1B)	Accuracy	99.7	—	Unverified
3	CLIP4STR-B*	Accuracy	99.65	—	Unverified
4	MGP-STR	Accuracy	99.31	—	Unverified
5	CLIP4STR-B	Accuracy	99.3	—	Unverified
6	DTrOCR 105M	Accuracy	99.1	—	Unverified
7	CLIP4STR-L	Accuracy	99	—	Unverified
8	CCD-ViT-Base(ARD_2.8M)	Accuracy	98.3	—	Unverified
9	CCD-ViT-Small(ARD_2.8M)	Accuracy	98.3	—	Unverified
10	CCD-ViT-Tiny(ARD_2.8M)	Accuracy	95.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-L (DataComp-1B)	Accuracy	99.6	—	Unverified
2	DTrOCR 105M	Accuracy	99.6	—	Unverified
3	CLIP4STR-B (DataComp-1B)	Accuracy	99.5	—	Unverified
4	CLIP4STR-L	Accuracy	99.5	—	Unverified
5	CPPD	Accuracy	99.3	—	Unverified
6	CLIP4STR-B	Accuracy	99.2	—	Unverified
7	MGP-STR	Accuracy	98.8	—	Unverified
8	CCD-ViT-Base(ARD_2.8M)	Accuracy	98	—	Unverified
9	CCD-ViT-Small(ARD_2.8M)	Accuracy	98	—	Unverified
10	S-GTR	Accuracy	97.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DTrOCR 105M	Accuracy	98.6	—	Unverified
2	MGP-STR	Accuracy	98.3	—	Unverified
3	CLIP4STR-L*	Accuracy	98.13	—	Unverified
4	CLIP4STR-L (DataComp-1B)	Accuracy	98.1	—	Unverified
5	CLIP4STR-L	Accuracy	97.4	—	Unverified
6	CLIP4STR-B	Accuracy	97.2	—	Unverified
7	CPPD	Accuracy	96.7	—	Unverified
8	CCD-ViT-Base	Accuracy	96.1	—	Unverified
9	CCD-ViT-Small	Accuracy	92.7	—	Unverified
10	CCD-ViT-Tiny	Accuracy	91.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Yet Another Text Recognizer	Accuracy	97.1	—	Unverified
2	SIGA_T	Accuracy	97	—	Unverified
3	SATRN	Accuracy	96.7	—	Unverified
4	DAN	Accuracy	95	—	Unverified
5	SAFL	Accuracy	95	—	Unverified
6	CSTR	Accuracy	94.8	—	Unverified
7	Baek et al.	Accuracy	94.4	—	Unverified
8	ViTSTR	Accuracy	94.3	—	Unverified
9	AON	Accuracy	91.5	—	Unverified
10	RARE	Accuracy	90.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-H (DFN-5B)	1:1 Accuracy	90.9	—	Unverified
2	CLIP4STR-L (DataComp-1B)	1:1 Accuracy	90.6	—	Unverified
3	CLIP4STR-L	1:1 Accuracy	88.8	—	Unverified
4	CLIP4STR-B	1:1 Accuracy	87	—	Unverified
5	CCD-ViT-Base	1:1 Accuracy	86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-L (DataComp-1B)	Accuracy (%)	86.4	—	Unverified
2	CLIP4STR-L	Accuracy (%)	85.9	—	Unverified
3	CLIP4STR-B	Accuracy (%)	85.8	—	Unverified
4	MGP-STR	Accuracy (%)	85.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-L	1:1 Accuracy	81.9	—	Unverified
2	MGP-STR	1:1 Accuracy	81.7	—	Unverified
3	CLIP4STR-B	1:1 Accuracy	81.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-L	1:1 Accuracy	82.7	—	Unverified
2	CLIP4STR-B	1:1 Accuracy	79.8	—	Unverified
3	CCD-ViT-Base	1:1 Accuracy	77.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CLIP4STR-L (DataComp-1B)	Accuracy (%)	92.2	—	Unverified
2	MGP-STR	Accuracy (%)	91	—	Unverified
3	CLIP4STR-B	Accuracy (%)	86.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ABINet-LV+TPS++	Accuracy	97.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MLDG	Average Accuracy	19.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ABINet-LV+TPS++	Accuracy	89.6	—	Unverified