Scene Text Detection

Scene Text Detection is a computer vision task that involves automatically identifying and localizing text within natural images or videos. The goal of scene text detection is to develop algorithms that can robustly detect and and label text with bounding boxes in uncontrolled and complex environments, such as street signs, billboards, or license plates.

Source: ContourNet: Taking a Further Step toward Accurate Arbitrary-shaped Scene Text Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 213 papers

Title	Date	Tasks	Status	Score
Sliding Line Point Regression for Shape Robust Scene Text Detection	Jan 30, 2018	Curved Text Detectionobject-detection	CodeCode Available	5
COCO-Text: Dataset and Benchmark for Text Detection and Recognition in Natural Images	Jan 26, 2016	DiversityGeneral Classification	CodeCode Available	5
Selective Style Transfer for Text	Jun 4, 2019	Data AugmentationScene Text Detection	CodeCode Available	5
STELA: A Real-Time Scene Text Detector with Learned Anchor	Sep 17, 2019	Scene Text DetectionText Detection	CodeCode Available	5
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and Beyond	Oct 19, 2023	Document AIDocument Layout Analysis	CodeCode Available	5
Scene Text Detection with Supervised Pyramid Context Network	Nov 21, 2018	DiversityInstance Segmentation	CodeCode Available	5
Robust Scene Text Recognition with Automatic Rectification	Mar 12, 2016	Optical Character Recognition (OCR)Scene Text Detection	CodeCode Available	5
Scene Text Detection and Recognition: The Deep Learning Era	Nov 10, 2018	Deep LearningScene Text Detection	CodeCode Available	5
Detecting Text in Natural Image with Connectionist Text Proposal Network	Sep 12, 2016	Scene Text Detection	CodeCode Available	5
Detecting Oriented Text in Natural Images by Linking Segments	Mar 19, 2017	Curved Text DetectionScene Text Detection	CodeCode Available	5
Detecting Curve Text in the Wild: New Dataset and New Solution	Dec 6, 2017	Curved Text DetectionScene Text Detection	CodeCode Available	5
Single Shot Text Detector with Regional Attention	Sep 1, 2017	Scene Text Detection	CodeCode Available	5
SEE: Towards Semi-Supervised End-to-End Scene Text Recognition	Dec 14, 2017	Scene Text DetectionScene Text Recognition	CodeCode Available	5
STEP -- Towards Structured Scene-Text Spotting	Sep 5, 2023	Optical Character Recognition (OCR)Scene Text Detection	CodeCode Available	5
Rethinking Irregular Scene Text Recognition	Aug 30, 2019	Scene Text Detection	CodeCode Available	5
Pyramid Mask Text Detector	Mar 28, 2019	ClusteringInstance Segmentation	CodeCode Available	5
Progressive Contour Regression for Arbitrary-Shape Scene Text Detection	Jun 19, 2021	regressionScene Text Detection	CodeCode Available	5
R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detection	Jun 29, 2017	Region ProposalScene Text Detection	CodeCode Available	5
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network	Apr 12, 2021	DecoderOptical Character Recognition (OCR)	CodeCode Available	5
Accurate Text Localization in Natural Image with Cascaded Convolutional Text Network	Mar 31, 2016	Scene Text DetectionText Detection	CodeCode Available	5
PixelLink: Detecting Scene Text via Instance Segmentation	Jan 4, 2018	Instance Segmentationregression	CodeCode Available	5
Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question Answering	May 21, 2024	DiversityInformation Retrieval	CodeCode Available	5
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task Learning	Aug 15, 2019	Multi-Task LearningOptical Character Recognition (OCR)	CodeCode Available	5
Multi-Oriented Scene Text Detection via Corner Localization and Region Segmentation	Feb 25, 2018	Multi-Oriented Scene Text Detectionobject-detection	CodeCode Available	5
Multi-Oriented Text Detection with Fully Convolutional Networks	Apr 14, 2016	Scene Text DetectionText Detection	CodeCode Available	5

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All datasets ICDAR 2015 Total-Text MSRA-TD500 SCUT-CTW1500 ICDAR 2013 ICDAR 2017 MLT COCO-Text IC19-Art IC19-ReCTs

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TextFuseNet (ResNeXt-101)	F-Measure	92.23	—	Unverified
2	CharNet H-88 (multi-scale)	F-Measure	91.55	—	Unverified
3	CharNet H-88 (single-scale)	F-Measure	90.97	—	Unverified
4	CharNet H-50 (multi-scale)	F-Measure	90.16	—	Unverified
5	SBD	F-Measure	90.1	—	Unverified
6	CharNet H-57 (multi-scale)	F-Measure	90.06	—	Unverified
7	FOTS MS	F-Measure	89.84	—	Unverified
8	CharNet H-50 (single-scale)	F-Measure	89.7	—	Unverified
9	CharNet H-57 (single-scale)	F-Measure	89.66	—	Unverified
10	PMTD	F-Measure	89.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MixNet	F-Measure	90.5	—	Unverified
2	SRFormer (ResNet-50)	F-Measure	90	—	Unverified
3	DPText-DETR (ResNet-50)	F-Measure	89	—	Unverified
4	TextFuseNet (ResNeXt-101)	F-Measure	87.5	—	Unverified
5	FAST-B-800	F-Measure	87.5	—	Unverified
6	I3CL + SSL(ResNet-50)	F-Measure	86.9	—	Unverified
7	CharNet H-88 (multi-scale)	F-Measure	86.5	—	Unverified
8	FAST-B-640	F-Measure	86.4	—	Unverified
9	DBNet++ (ResNet-50) (800)	F-Measure	86	—	Unverified
10	FAST-B-512	F-Measure	85.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MixNet	F-Measure	89.4	—	Unverified
2	FAST-B-736	F-Measure	87.3	—	Unverified
3	DBNet++ (ResNet-50) (736)	F-Measure	87.2	—	Unverified
4	FAST-S-736	F-Measure	86.4	—	Unverified
5	DBNet++ (ResNet-18) (736)	F-Measure	85.1	—	Unverified
6	DB-ResNet-50 (736)	F-Measure	84.9	—	Unverified
7	FAST-T-736	F-Measure	84.9	—	Unverified
8	FAST-T-512	F-Measure	84.5	—	Unverified
9	PAN	F-Measure	84.1	—	Unverified
10	CRAFT	F-Measure	82.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MixNet	F-Measure	89.8	—	Unverified
2	SRFormer (ResNet-50)	F-Measure	89.6	—	Unverified
3	DPText-DETR (ResNet50)	F-Measure	88.8	—	Unverified
4	TextFuseNet (ResNeXt-101)	F-Measure	87.4	—	Unverified
5	I3CL + SSL	F-Measure	86.5	—	Unverified
6	PAN	F-Measure	85	—	Unverified
7	FAST-B-640	F-Measure	84.2	—	Unverified
8	PAN-640	F-Measure	83.7	—	Unverified
9	CRAFT	F-Measure	83.5	—	Unverified
10	DB-ResNet50 (1024)	F-Measure	83.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRAFT	Precision	97.4	—	Unverified
2	TextFuseNet (ResNeXt-101)	F-Measure	94.61	—	Unverified
3	SPCNET	F-Measure	92.1	—	Unverified
4	Mask TextSpotter	F-Measure	91.7	—	Unverified
5	WordSup (VGG16-synth-icdar)	F-Measure	90.34	—	Unverified
6	STN-OCR	F-Measure	90.3	—	Unverified
7	PixelLink+VGG16 2s MS	F-Measure	88.1	—	Unverified
8	TextBoxes++_MS	F-Measure	88	—	Unverified
9	Corner Localization (multi-scale)	F-Measure	88	—	Unverified
10	Corner-based Region Proposals	F-Measure	87.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PMTD*	Precision	84.42	—	Unverified
2	Corner Localization (single-scale)	Precision	83.8	—	Unverified
3	SBD	Precision	82.75	—	Unverified
4	FOTS MS	Precision	81.86	—	Unverified
5	CharNet H-88	Precision	81.27	—	Unverified
6	FOTS	Precision	80.95	—	Unverified
7	CRAFT	Precision	80.6	—	Unverified
8	SPCNET	Precision	80.6	—	Unverified
9	PAN	Precision	80	—	Unverified
10	GNNets	Precision	79.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Corner-based Region Proposals	F-Measure	59.1	—	Unverified
2	TextBoxes++_MS	F-Measure	58.72	—	Unverified
3	EAST + VGG16	F-Measure	39.45	—	Unverified
4	SSTD	F-Measure	37	—	Unverified
5	WordSup (VGG16-synth-coco)	F-Measure	36.8	—	Unverified
6	Yao et al.	F-Measure	33.31	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MixNet	H-Mean	79.7	—	Unverified
2	SRFormer (ResNet-50)	H-Mean	79.3	—	Unverified
3	TextFuseNet (ResNeXt-101)	H-Mean	78.6	—	Unverified
4	DPText-DETR (ResNet-50)	H-Mean	78.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BDN	F-Measure	93.36	—	Unverified