Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 269 papers

Title	Date	Tasks	Status
Reading Ancient Coin Legends: Object Recognition vs. OCR	Apr 26, 2013	ObjectObject Recognition	—Unverified
Enhancing Energy Minimization Framework for Scene Text Recognition with Top-Down Cues	Jan 13, 2016	Scene Text Recognition	—Unverified
TRIG: Transformer-Based Text Recognizer with Initial Embedding Guidance	Nov 16, 2021	DecoderInductive Bias	—Unverified
Reading Chinese in Natural Scenes with a Bag-of-Radicals Prior	Oct 5, 2022	Scene Text Recognition	—Unverified
AdaDNNs: Adaptive Ensemble of Deep Neural Networks for Scene Text Recognition	Oct 10, 2017	DiversityScene Text Recognition	—Unverified
Reading Scene Text with Attention Convolutional Sequence Modeling	Sep 13, 2017	Scene Text Recognition	—Unverified
Efficiently Leveraging Linguistic Priors for Scene Text Spotting	Feb 27, 2024	Scene Text RecognitionText Detection	—Unverified
ReADS: A Rectified Attentional Double Supervised Network for Scene Text Recognition	Apr 5, 2020	Scene Text Recognitionvalid	—Unverified
Reciprocal Feature Learning via Explicit and Implicit Tasks in Scene Text Recognition	May 13, 2021	Optical Character Recognition (OCR)Scene Text Recognition	—Unverified
Recognition-Guided Diffusion Model for Scene Text Image Super-Resolution	Nov 22, 2023	DenoisingDiversity	—Unverified
Recurrent Calibration Network for Irregular Text Recognition	Dec 18, 2018	Irregular Text RecognitionScene Text Recognition	—Unverified
Refined Gate: A Simple and Effective Gating Mechanism for Recurrent Units	Feb 26, 2020	Language ModelingLanguage Modelling	—Unverified
Region-based Discriminative Feature Pooling for Scene Text Recognition	Jun 1, 2014	General ClassificationMulti-class Classification	—Unverified
Ultra Light OCR Competition Technical Report	Oct 25, 2021	Optical Character Recognition (OCR)Scene Text Recognition	—Unverified
Efficient and Accurate Scene Text Recognition with Cascaded-Transformers	Mar 24, 2025	DecoderScene Text Recognition	—Unverified
Unconstrained Scene Text and Video Text Recognition for Arabic Script	Nov 7, 2017	Scene Text Recognition	—Unverified
Edit Probability for Scene Text Recognition	May 9, 2018	DecoderScene Text Recognition	—Unverified
A Context-Driven Training-Free Network for Lightweight Scene Text Segmentation and Recognition	Mar 19, 2025	Scene Text RecognitionText Detection	—Unverified
Using Human Psychophysics to Evaluate Generalization in Scene Text Recognition Models	Jun 30, 2020	Scene Text Recognition	—Unverified
Robust Scene Text Recognition Using Sparse Coding based Features	Dec 29, 2015	Scene Text Recognition	—Unverified
Utilizing Resource-Rich Language Datasets for End-to-End Scene Text Recognition in Resource-Poor Languages	Nov 24, 2021	DecoderImage to text	—Unverified
Running Event Visualization using Videos from Multiple Cameras	Sep 6, 2019	Person Re-IdentificationScene Text Detection	—Unverified
SAFE: Scale Aware Feature Encoder for Scene Text Recognition	Jan 17, 2019	Scene Text Recognition	—Unverified
Variational Connectionist Temporal Classification	Aug 1, 2020	ClassificationGeneral Classification	—Unverified
SCAN: Sliding Convolutional Attention Network for Scene Text Recognition	Jun 2, 2018	Scene Text Recognition	—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	MGP-STR	Accuracy	98.5	—	Unverified
5	CLIP4STR-L	Accuracy	98.5	—	Unverified
6	CLIP4STR-B	Accuracy	98.3	—	Unverified
7	CCD-ViT-Base(ARD_2.8M)	Accuracy	98.3	—	Unverified
8	CCD-ViT-Small(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	MGP-STR	Accuracy	98.6	—	Unverified
5	CLIP4STR-L (DataComp-1B)	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	DTrOCR 105M	Accuracy	99.6	—	Unverified
2	CLIP4STR-L (DataComp-1B)	Accuracy	99.6	—	Unverified
3	CLIP4STR-L	Accuracy	99.5	—	Unverified
4	CLIP4STR-B (DataComp-1B)	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