Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 226–250 of 269 papers

Title	Date	Tasks	Status
Synthetically Supervised Feature Learning for Scene Text Recognition	Sep 1, 2018	Scene Text RecognitionSynthetic Data Generation	—Unverified
Double Supervised Network with Attention Mechanism for Scene Text Recognition	Aug 2, 2018	Scene Text Recognition	—Unverified
Adaptive Adversarial Attack on Scene Text Recognition	Jul 9, 2018	Adversarial Attackimage-classification	—Unverified
ASTER: An Attentional Scene Text Recognizer with Flexible Rectification	Jun 25, 2018	Optical Character RecognitionOptical Character Recognition (OCR)	CodeCode Available
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
NRTR: A No-Recurrence Sequence-to-Sequence Model For Scene Text Recognition	Jun 4, 2018	DecoderOptical Character Recognition (OCR)	CodeCode Available
SCAN: Sliding Convolutional Attention Network for Scene Text Recognition	Jun 2, 2018	Scene Text Recognition	—Unverified
Edit Probability for Scene Text Recognition	May 9, 2018	DecoderScene Text Recognition	—Unverified
Char-Net: A Character-Aware Neural Network for Distorted Scene Text Recognition	Apr 27, 2018	DecoderScene Text Recognition	—Unverified
Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and Beyond	Apr 5, 2018	Generative Adversarial NetworkPedestrian Detection	CodeCode Available
TextBoxes++: A Single-Shot Oriented Scene Text Detector	Jan 9, 2018	object-detectionObject Detection	CodeCode Available
FOTS: Fast Oriented Text Spotting with a Unified Network	Jan 5, 2018	Scene Text DetectionScene Text Recognition	CodeCode Available
SEE: Towards Semi-SupervisedEnd-to-End Scene Text Recognition	Dec 14, 2017	Optical Character Recognition (OCR)Scene Text Detection	—Unverified
SEE: Towards Semi-Supervised End-to-End Scene Text Recognition	Dec 14, 2017	Scene Text DetectionScene Text Recognition	CodeCode Available
AON: Towards Arbitrarily-Oriented Text Recognition	Nov 12, 2017	DecoderOptical Character Recognition	CodeCode Available
Unconstrained Scene Text and Video Text Recognition for Arabic Script	Nov 7, 2017	Scene Text Recognition	—Unverified
Total-Text: A Comprehensive Dataset for Scene Text Detection and Recognition	Oct 28, 2017	Curved Text DetectionScene Text Detection	CodeCode Available
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
Focusing Attention: Towards Accurate Text Recognition in Natural Images	Sep 7, 2017	DecoderScene Text Recognition	—Unverified
Scene Text Recognition with Sliding Convolutional Character Models	Sep 6, 2017	Scene Text Recognition	—Unverified
STN-OCR: A single Neural Network for Text Detection and Text Recognition	Jul 27, 2017	Optical Character Recognition (OCR)Scene Text Detection	CodeCode Available
Visual attention models for scene text recognition	Jun 5, 2017	Language ModelingLanguage Modelling	—Unverified
Deep Learning based Isolated Arabic Scene Character Recognition	Apr 22, 2017	Deep LearningScene Text Recognition	—Unverified
Improving Text Proposals for Scene Images with Fully Convolutional Networks	Feb 16, 2017	ObjectScene Text Recognition	CodeCode Available

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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