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 76–100 of 213 papers

Title	Date	Tasks	Status	Hype
Dictionary-Guided Scene Text Recognition	Jun 19, 2021	Scene Text DetectionScene Text Recognition	CodeCode Available	1
RSCA: Real-time Segmentation-based Context-Aware Scene Text Detection	May 26, 2021	Scene Text DetectionSegmentation	—Unverified	0
TextOCR: Towards large-scale end-to-end reasoning for arbitrary-shaped scene text	May 12, 2021	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified	0
MT: Multi-Perspective Feature Learning Network for Scene Text Detection	May 12, 2021	Scene Text DetectionText Detection	—Unverified	0
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
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering Network	Apr 12, 2021	DecoderOptical Character Recognition (OCR)	CodeCode Available	0
Scene Text Retrieval via Joint Text Detection and Similarity Learning	Apr 4, 2021	RetrievalScene Text Detection	CodeCode Available	1
MOST: A Multi-Oriented Scene Text Detector with Localization Refinement	Apr 2, 2021	Scene Text DetectionText Detection	—Unverified	0
Tracking Based Semi-Automatic Annotation for Scene Text Videos	Mar 29, 2021	Scene Text Detectiontext annotation	—Unverified	0
Conceptual Text Region Network: Cognition-Inspired Accurate Scene Text Detection	Mar 16, 2021	Scene Text DetectionSegmentation	—Unverified	0
Detection and Rectification of Arbitrary Shaped Scene Texts by using Text Keypoints and Links	Mar 1, 2021	Scene Text DetectionText Detection	—Unverified	0
Scene Text Detection for Augmented Reality -- Character Bigram Approach to reduce False Positive Rate	Dec 26, 2020	Scene Text DetectionScene Understanding	—Unverified	0
Scene Text Detection with Scribble Lines	Dec 9, 2020	Scene Text DetectionText Detection	—Unverified	0
Polygon-free: Unconstrained Scene Text Detection with Box Annotations	Nov 26, 2020	Scene Text DetectionText Detection	CodeCode Available	1
Towards Spatio-Temporal Video Scene Text Detection via Temporal Clustering	Nov 19, 2020	ClusteringScene Text Detection	—Unverified	0
A Human Eye-based Text Color Scheme Generation Method for Image Synthesis	Oct 15, 2020	Image GenerationScene Text Detection	—Unverified	0
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
Scene Text Detection with Selected Anchor	Aug 19, 2020	Region ProposalScene Text Detection	—Unverified	0
Robust Handwriting Recognition with Limited and Noisy Data	Aug 18, 2020	Data AugmentationHandwriting Recognition	—Unverified	0
TextRay: Contour-based Geometric Modeling for Arbitrary-shaped Scene Text Detection	Aug 11, 2020	Scene Text DetectionText Detection	CodeCode Available	1
Sequential Deformation for Accurate Scene Text Detection	Aug 1, 2020	DiversityScene Text Detection	—Unverified	0
FC2RN: A Fully Convolutional Corner Refinement Network for Accurate Multi-Oriented Scene Text Detection	Jul 10, 2020	Multi-Oriented Scene Text DetectionPrediction	—Unverified	0
Text Detection and Recognition in the Wild: A Review	Jun 8, 2020	Autonomous DrivingScene Text Detection	CodeCode Available	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	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