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
Deformable Kernel Expansion Model for Efficient Arbitrary-shaped Scene Text Detection	Mar 28, 2023	Graph MatchingScene Text Detection	—Unverified
Domain Adaptive Scene Text Detection via Subcategorization	Dec 1, 2022	Scene Text DetectionText Detection	—Unverified
Aggregated Text Transformer for Scene Text Detection	Nov 25, 2022	DecoderScene Text Detection	—Unverified
Text Growing on Leaf	Sep 7, 2022	Scene Text DetectionText Detection	—Unverified
DPTNet: A Dual-Path Transformer Architecture for Scene Text Detection	Aug 21, 2022	Scene Text DetectionText Detection	—Unverified
Shift Variance in Scene Text Detection	Aug 19, 2022	Scene Text DetectionText Detection	—Unverified
Explore Faster Localization Learning For Scene Text Detection	Jul 4, 2022	Scene Text DetectionText Detection	—Unverified
TextDCT: Arbitrary-Shaped Text Detection via Discrete Cosine Transform Mask	Jun 27, 2022	Scene Text DetectionText Detection	—Unverified
TraffSign: Multilingual Traffic Signboard Text Detection and Recognition for Urdu and English	May 18, 2022	Scene Text DetectionSelf-Driving Cars	CodeCode Available
UNITS: Unsupervised Intermediate Training Stage for Scene Text Detection	May 10, 2022	Scene Text DetectionText Detection	—Unverified
Vision-Language Pre-Training for Boosting Scene Text Detectors	Apr 29, 2022	Contrastive LearningLanguage Modeling	CodeCode Available
Few Could Be Better Than All: Feature Sampling and Grouping for Scene Text Detection	Mar 29, 2022	Allobject-detection	—Unverified
Comprehensive Benchmark Datasets for Amharic Scene Text Detection and Recognition	Mar 23, 2022	BenchmarkingScene Text Detection	—Unverified
Real-time Scene Text Detection Based on Global Level and Word Level Features	Mar 10, 2022	BinarizationScene Text Detection	—Unverified
Language Matters: A Weakly Supervised Vision-Language Pre-training Approach for Scene Text Detection and Spotting	Mar 8, 2022	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified
Weakly Supervised Scene Text Detection using Deep Reinforcement Learning	Jan 13, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available
Attention-based Feature Decomposition-Reconstruction Network for Scene Text Detection	Nov 29, 2021	Scene Text DetectionSegmentation	—Unverified
StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks	Nov 23, 2021	Node ClassificationRelational Reasoning	—Unverified
On Exploring and Improving Robustness of Scene Text Detection Models	Oct 12, 2021	Region ProposalScene Text Detection	CodeCode Available
Which and Where to Focus: A Simple yet Accurate Framework for Arbitrary-Shaped Nearby Text Detection in Scene Images	Sep 8, 2021	Scene Text DetectionText Detection	—Unverified
Mask is All You Need: Rethinking Mask R-CNN for Dense and Arbitrary-Shaped Scene Text Detection	Sep 8, 2021	AllDecoder	—Unverified
Comprehensive Studies for Arbitrary-shape Scene Text Detection	Jul 25, 2021	Scene Text DetectionText Detection	—Unverified
Progressive Contour Regression for Arbitrary-Shape Scene Text Detection	Jun 19, 2021	regressionScene Text Detection	CodeCode Available
RSCA: Real-time Segmentation-based Context-Aware Scene Text Detection	May 26, 2021	Scene Text DetectionSegmentation	—Unverified
TextOCR: Towards large-scale end-to-end reasoning for arbitrary-shaped scene text	May 12, 2021	Optical Character RecognitionOptical Character Recognition (OCR)	—Unverified

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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