Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 269 papers

Title	Date	Tasks	Status
Scene Text Recognition via Transformer	Mar 18, 2020	DecoderScene Text Recognition	—Unverified
Scene Text Recognition With Finer Grid Rectification	Jan 26, 2020	DecoderScene Text Recognition	—Unverified
Scene Text recognition with Full Normalization	Jul 13, 2021	Optical Character Recognition (OCR)Scene Text Recognition	—Unverified
Scene Text Recognition with Image-Text Matching-guided Dictionary	May 8, 2023	Image-text matchingLanguage Modeling	—Unverified
Scene Text Recognition with Semantics	Oct 19, 2022	Scene Text Recognition	—Unverified
Scene Text Recognition with Single-Point Decoding Network	Sep 5, 2022	Scene Text Recognition	—Unverified
Scene Text Recognition with Sliding Convolutional Character Models	Sep 6, 2017	Scene Text Recognition	—Unverified
Scene Text Recognition with Temporal Convolutional Encoder	Nov 4, 2019	DecoderScene Text Recognition	—Unverified
Scene Text Synthesis for Efficient and Effective Deep Network Training	Jan 26, 2019	Image GenerationScene Text Detection	—Unverified
SEE: Towards Semi-SupervisedEnd-to-End Scene Text Recognition	Dec 14, 2017	Optical Character Recognition (OCR)Scene Text Detection	—Unverified
Sequence to sequence learning for unconstrained scene text recognition	Jul 20, 2016	Scene Text Recognition	—Unverified
Sequential Visual and Semantic Consistency for Semi-supervised Text Recognition	Feb 24, 2024	Scene Text RecognitionSemantic Similarity	—Unverified
SGBANet: Semantic GAN and Balanced Attention Network for Arbitrarily Oriented Scene Text Recognition	Jul 21, 2022	Image-to-Image TranslationScene Text Recognition	—Unverified
Sharp Attention for Sequence to Sequence Learning	Sep 29, 2021	Hard AttentionScene Text Recognition	—Unverified
Simultaneous Recognition of Horizontal and Vertical Text in Natural Images	Dec 6, 2018	Scene Text Recognition	—Unverified
Smart Library: Identifying Books in a Library using Richly Supervised Deep Scene Text Reading	Nov 22, 2016	ManagementRetrieval	—Unverified
Star-net: A spatial attention residue network for scene text recognition.	Sep 20, 2016	Optical Character Recognition (OCR)Scene Text Recognition	—Unverified
STR-Cert: Robustness Certification for Deep Text Recognition on Deep Learning Pipelines and Vision Transformers	Nov 28, 2023	Scene Text Recognition	—Unverified
STRIDE : Scene Text Recognition In-Device	May 17, 2021	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified
Strokelets: A Learned Multi-Scale Representation for Scene Text Recognition	Jun 1, 2014	Scene Text DetectionScene Text Recognition	—Unverified
SVTRv2: CTC Beats Encoder-Decoder Models in Scene Text Recognition	Nov 24, 2024	DecoderOptical Character Recognition (OCR)	—Unverified
Symmetry-constrained Rectification Network for Scene Text Recognition	Aug 6, 2019	DiversityScene Text Recognition	—Unverified
Synthetically Supervised Feature Learning for Scene Text Recognition	Sep 1, 2018	Scene Text RecognitionSynthetic Data Generation	—Unverified
Text Image Generation for Low-Resource Languages with Dual Translation Learning	Sep 26, 2024	DiversityImage Generation	—Unverified
Text is Text, No Matter What: Unifying Text Recognition using Knowledge Distillation	Jul 26, 2021	Handwriting RecognitionHTR	—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