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 26–50 of 213 papers

Title	Date	Tasks	Status	Hype
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text Representation	Oct 25, 2021	Scene Text DetectionScene Text Recognition	CodeCode Available	1
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text Detection	Aug 3, 2021	Scene Text DetectionText Detection	CodeCode Available	1
CentripetalText: An Efficient Text Instance Representation for Scene Text Detection	Jul 13, 2021	regressionScene Text Detection	CodeCode Available	1
Dictionary-Guided Scene Text Recognition	Jun 19, 2021	Scene Text DetectionScene Text Recognition	CodeCode Available	1
PAN++: Towards Efficient and Accurate End-to-End Spotting of Arbitrarily-Shaped Text	May 2, 2021	Scene Text DetectionText Detection	CodeCode Available	1
Fourier Contour Embedding for Arbitrary-Shaped Text Detection	Apr 21, 2021	Scene Text DetectionText Detection	CodeCode Available	1
Scene Text Retrieval via Joint Text Detection and Similarity Learning	Apr 4, 2021	RetrievalScene Text Detection	CodeCode Available	1
Polygon-free: Unconstrained Scene Text Detection with Box Annotations	Nov 26, 2020	Scene Text DetectionText Detection	CodeCode Available	1
RRPN++: Guidance Towards More Accurate Scene Text Detection	Sep 28, 2020	Multi-Task LearningScene Text Detection	CodeCode Available	1
Synthetic-to-Real Unsupervised Domain Adaptation for Scene Text Detection in the Wild	Sep 3, 2020	Adversarial TextDomain Adaptation	CodeCode Available	1
TextRay: Contour-based Geometric Modeling for Arbitrary-shaped Scene Text Detection	Aug 11, 2020	Scene Text DetectionText Detection	CodeCode Available	1
TextFuseNet: Scene Text Detection with Richer Fused Features	May 17, 2020	Scene Text DetectionText Detection	CodeCode Available	1
R^3: Reverse, Retrieve, and Rank for Sarcasm Generation with Commonsense Knowledge	Apr 28, 2020	Scene Text DetectionSentence	CodeCode Available	1
ContourNet: Taking a Further Step toward Accurate Arbitrary-shaped Scene Text Detection	Apr 10, 2020	Region ProposalScene Text Detection	CodeCode Available	1
UnrealText: Synthesizing Realistic Scene Text Images from the Unreal World	Mar 24, 2020	Image GenerationScene Text Detection	CodeCode Available	1
ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve Network	Feb 24, 2020	Scene Text DetectionText Detection	CodeCode Available	1
Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text Detection	Dec 20, 2019	Scene Text DetectionText Detection	CodeCode Available	1
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation Network	Aug 16, 2019	Scene Text DetectionSegmentation	CodeCode Available	1
Omnidirectional Scene Text Detection with Sequential-free Box Discretization	Jun 6, 2019	Scene Text DetectionText Detection	CodeCode Available	1
Shape Robust Text Detection with Progressive Scale Expansion Network	Mar 28, 2019	Optical Character Recognition (OCR)Scene Text Detection	CodeCode Available	1
DeRPN: Taking a further step toward more general object detection	Nov 16, 2018	Objectobject-detection	CodeCode Available	1
Shape Robust Text Detection with Progressive Scale Expansion Network	Jun 7, 2018	Curved Text DetectionScene Text Detection	CodeCode Available	1
Detecting Multi-Oriented Text with Corner-based Region Proposals	Apr 8, 2018	Data AugmentationRobust classification	CodeCode Available	1
EAST: An Efficient and Accurate Scene Text Detector	Apr 11, 2017	Curved Text DetectionOptical Character Recognition (OCR)	CodeCode Available	1
Explicit Relational Reasoning Network for Scene Text Detection	Dec 19, 2024	DecoderRelational Reasoning	—Unverified	0

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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	FAST-T-736	F-Measure	84.9	—	Unverified
7	DB-ResNet-50 (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	SPCNET	Precision	80.6	—	Unverified
8	CRAFT	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