Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 269 papers

Title	Date	Tasks	Status
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance	Dec 13, 2024	Scene Text RecognitionText Spotting	—Unverified
Pure Transformer with Integrated Experts for Scene Text Recognition	Nov 9, 2022	DecoderScene Text Recognition	—Unverified
Reading Chinese in Natural Scenes with a Bag-of-Radicals Prior	Oct 5, 2022	Scene Text Recognition	—Unverified
Learning Surrogates via Deep Embedding	Jul 1, 2020	Scene Text Recognition	—Unverified
PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Table Image Recognition to Latex	May 5, 2021	Data AugmentationScene Text Recognition	—Unverified
JSTR: Judgment Improves Scene Text Recognition	Apr 9, 2024	Scene Text Recognition	—Unverified
Out-of-Vocabulary Challenge Report	Sep 14, 2022	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified
Parallel Scale-wise Attention Network for Effective Scene Text Recognition	Apr 25, 2021	DecoderScene Text Recognition	—Unverified
IndicSTR12: A Dataset for Indic Scene Text Recognition	Mar 12, 2024	BenchmarkingScene Text Recognition	—Unverified
Lumos : Empowering Multimodal LLMs with Scene Text Recognition	Feb 12, 2024	Language ModelingLanguage Modelling	—Unverified
Adaptive Adversarial Attack on Scene Text Recognition	Jul 9, 2018	Adversarial Attackimage-classification	—Unverified
Portmanteauing Features for Scene Text Recognition	Nov 9, 2022	Scene Text Recognition	—Unverified
Reading Scene Text with Attention Convolutional Sequence Modeling	Sep 13, 2017	Scene Text Recognition	—Unverified
Deep Learning based Isolated Arabic Scene Character Recognition	Apr 22, 2017	Deep LearningScene Text Recognition	—Unverified
Robust Scene Text Recognition Using Sparse Coding based Features	Dec 29, 2015	Scene Text Recognition	—Unverified
Improving Scene Text Recognition for Character-Level Long-Tailed Distribution	Mar 31, 2023	Scene Text Recognition	—Unverified
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition	Mar 7, 2023	Image ReconstructionScene Text Recognition	—Unverified
Improving Long Handwritten Text Line Recognition with Convolutional Multi-way Associative Memory	Nov 5, 2019	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified
Context-Aware Selective Label Smoothing for Calibrating Sequence Recognition Model	Mar 13, 2023	Decision MakingScene Text Recognition	—Unverified
Benchmarking Scene Text Recognition in Devanagari, Telugu and Malayalam	Apr 9, 2021	BenchmarkingScene Text Recognition	—Unverified
Multilingual Scene Character Recognition System using Sparse Auto-Encoder for Efficient Local Features Representation in Bag of Features	Jun 11, 2018	Deep LearningScene Text Recognition	—Unverified
IFR: Iterative Fusion Based Recognizer For Low Quality Scene Text Recognition	Aug 13, 2021	Image RestorationScene Text Recognition	—Unverified
A New Perspective for Flexible Feature Gathering in Scene Text Recognition Via Character Anchor Pooling	Feb 10, 2020	Scene Text Recognition	—Unverified
AdaDNNs: Adaptive Ensemble of Deep Neural Networks for Scene Text Recognition	Oct 10, 2017	DiversityScene Text Recognition	—Unverified
A Context-Driven Training-Free Network for Lightweight Scene Text Segmentation and Recognition	Mar 19, 2025	Scene Text RecognitionText Detection	—Unverified

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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