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Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 251–269 of 269 papers

Title	Date	Tasks	Status	Hype	Score
Memory Matters: Convolutional Recurrent Neural Network for Scene Text Recognition	Jan 6, 2016	Scene Text RecognitionSegmentation	—Unverified	0	0
I2C2W: Image-to-Character-to-Word Transformers for Accurate Scene Text Recognition	May 18, 2021	DecoderScene Text Recognition	—Unverified	0	0
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance	Dec 13, 2024	Scene Text RecognitionText Spotting	—Unverified	0	0
Hamming OCR: A Locality Sensitive Hashing Neural Network for Scene Text Recognition	Sep 23, 2020	DecoderOptical Character Recognition (OCR)	—Unverified	0	0
A New Perspective for Flexible Feature Gathering in Scene Text Recognition Via Character Anchor Pooling	Feb 10, 2020	Scene Text Recognition	—Unverified	0	0
Multi-Granularity Prediction with Learnable Fusion for Scene Text Recognition	Jul 25, 2023	Language ModellingOptical Character Recognition (OCR)	—Unverified	0	0
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	0	0
HAAP: Vision-context Hierarchical Attention Autoregressive with Adaptive Permutation for Scene Text Recognition	May 15, 2024	DiversityLanguage Modeling	—Unverified	0	0
GTC: Guided Training of CTC Towards Efficient and Accurate Scene Text Recognition	Feb 4, 2020	DecoderScene Text Recognition	—Unverified	0	0
Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data	Nov 9, 2016	Instance SegmentationScene Text Recognition	—Unverified	0	0
A Hardware-Oriented and Memory-Efficient Method for CTC Decoding	May 8, 2019	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0	0
Efficient Online ML API Selection for Multi-Label Classification Tasks	Feb 18, 2021	General Classificationimage-classification	—Unverified	0	0
On Calibration of Scene-Text Recognition Models	Dec 23, 2020	Scene Text Recognition	—Unverified	0	0
One Model for Two Tasks: Cooperatively Recognizing and Recovering Low-Resolution Scene Text Images by Iterative Mutual Guidance	Sep 22, 2024	Image Super-ResolutionScene Text Recognition	—Unverified	0	0
A fine-grained approach to scene text script identification	Feb 24, 2016	Scene Text RecognitionText Detection	—Unverified	0	0
Focusing Attention: Towards Accurate Text Recognition in Natural Images	Sep 7, 2017	DecoderScene Text Recognition	—Unverified	0	0
On Vocabulary Reliance in Scene Text Recognition	May 8, 2020	Scene Text Recognition	—Unverified	0	0
Open-Vocabulary Scene Text Recognition via Pseudo-Image Labeling and Margin Loss	Mar 12, 2024	Image InpaintingOptical Character Recognition (OCR)	—Unverified	0	0
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	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	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