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 61–70 of 213 papers

Title	Date	Tasks	Status	Hype
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale Fusion	Feb 21, 2022	BinarizationModel Optimization	CodeCode Available	7
Weakly Supervised Scene Text Detection using Deep Reinforcement Learning	Jan 13, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	0
CORE-Text: Improving Scene Text Detection with Contrastive Relational Reasoning	Dec 14, 2021	RelationRelational Reasoning	CodeCode Available	1
Attention-based Feature Decomposition-Reconstruction Network for Scene Text Detection	Nov 29, 2021	Scene Text DetectionSegmentation	—Unverified	0
StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks	Nov 23, 2021	Node ClassificationRelational Reasoning	—Unverified	0
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel Representation	Nov 3, 2021	GPUimage-classification	CodeCode Available	1
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text Representation	Oct 25, 2021	Scene Text DetectionScene Text Recognition	CodeCode Available	1
Industrial Scene Text Detection with Refined Feature-attentive Network	Oct 25, 2021	Scene Text DetectionText Detection	CodeCode Available	1
On Exploring and Improving Robustness of Scene Text Detection Models	Oct 12, 2021	Region ProposalScene Text Detection	CodeCode Available	0
Mask is All You Need: Rethinking Mask R-CNN for Dense and Arbitrary-Shaped Scene Text Detection	Sep 8, 2021	AllDecoder	—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