SOTAVerified

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

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Showing 1–50 of 213 papers

TitleStatusHype
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale FusionCode7
Character Region Awareness for Text DetectionCode4
DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text SpottingCode2
Towards End-to-End Unified Scene Text Detection and Layout AnalysisCode2
Real-time Scene Text Detection with Differentiable BinarizationCode2
DeepSolo++: Let Transformer Decoder with Explicit Points Solo for Multilingual Text SpottingCode2
SRFormer: Text Detection Transformer with Incorporated Segmentation and RegressionCode2
Revisiting Tampered Scene Text Detection in the Era of Generative AICode2
Turning a CLIP Model into a Scene Text DetectorCode2
SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text RecognitionCode2
DPText-DETR: Towards Better Scene Text Detection with Dynamic Points in TransformerCode2
Turning a CLIP Model into a Scene Text SpotterCode2
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text RepresentationCode1
The Devil is in Fine-tuning and Long-tailed Problems:A New Benchmark for Scene Text DetectionCode1
UnrealText: Synthesizing Realistic Scene Text Images from the Unreal WorldCode1
TextFuseNet: Scene Text Detection with Richer Fused FeaturesCode1
ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve NetworkCode1
TextRay: Contour-based Geometric Modeling for Arbitrary-shaped Scene Text DetectionCode1
ViTEraser: Harnessing the Power of Vision Transformers for Scene Text Removal with SegMIM PretrainingCode1
Scene Text Retrieval via Joint Text Detection and Similarity LearningCode1
Bridging Synthetic and Real Worlds for Pre-training Scene Text DetectorsCode1
Polygon-free: Unconstrained Scene Text Detection with Box AnnotationsCode1
CBNet: A Plug-and-Play Network for Segmentation-Based Scene Text DetectionCode1
CentripetalText: An Efficient Text Instance Representation for Scene Text DetectionCode1
R^3: Reverse, Retrieve, and Rank for Sarcasm Generation with Commonsense KnowledgeCode1
Synthetic-to-Real Unsupervised Domain Adaptation for Scene Text Detection in the WildCode1
PAN++: Towards Efficient and Accurate End-to-End Spotting of Arbitrarily-Shaped TextCode1
Recurrent Generic Contour-based Instance Segmentation with Progressive LearningCode1
Shape Robust Text Detection with Progressive Scale Expansion NetworkCode1
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text DetectionCode1
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel RepresentationCode1
Industrial Scene Text Detection with Refined Feature-attentive NetworkCode1
CORE-Text: Improving Scene Text Detection with Contrastive Relational ReasoningCode1
EAST: An Efficient and Accurate Scene Text DetectorCode1
Arbitrary Shape Text Detection via Segmentation with Probability MapsCode1
Enhancing Scene Text Detectors with Realistic Text Image Synthesis Using Diffusion ModelsCode1
Fourier Contour Embedding for Arbitrary-Shaped Text DetectionCode1
Efficient and Accurate Arbitrary-Shaped Text Detection with Pixel Aggregation NetworkCode1
ODM: A Text-Image Further Alignment Pre-training Approach for Scene Text Detection and SpottingCode1
Omnidirectional Scene Text Detection with Sequential-free Box DiscretizationCode1
ContourNet: Taking a Further Step toward Accurate Arbitrary-shaped Scene Text DetectionCode1
Exploring the Capacity of an Orderless Box Discretization Network for Multi-orientation Scene Text DetectionCode1
Dictionary-Guided Scene Text RecognitionCode1
LRANet: Towards Accurate and Efficient Scene Text Detection with Low-Rank Approximation NetworkCode1
RRPN++: Guidance Towards More Accurate Scene Text DetectionCode1
DeRPN: Taking a further step toward more general object detectionCode1
MixNet: Toward Accurate Detection of Challenging Scene Text in the WildCode1
Detecting Multi-Oriented Text with Corner-based Region ProposalsCode1
Shape Robust Text Detection with Progressive Scale Expansion NetworkCode1
Comprehensive Studies for Arbitrary-shape Scene Text Detection—0
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All datasetsICDAR 2015Total-TextMSRA-TD500SCUT-CTW1500ICDAR 2013ICDAR 2017 MLTCOCO-TextIC19-ArtIC19-ReCTs

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TextFuseNet (ResNeXt-101)F-Measure92.23—Unverified
2CharNet H-88 (multi-scale)F-Measure91.55—Unverified
3CharNet H-88 (single-scale)F-Measure90.97—Unverified
4CharNet H-50 (multi-scale)F-Measure90.16—Unverified
5SBDF-Measure90.1—Unverified
6CharNet H-57 (multi-scale)F-Measure90.06—Unverified
7FOTS MSF-Measure89.84—Unverified
8CharNet H-50 (single-scale)F-Measure89.7—Unverified
9CharNet H-57 (single-scale)F-Measure89.66—Unverified
10PMTDF-Measure89.33—Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetF-Measure90.5—Unverified
2SRFormer (ResNet-50)F-Measure90—Unverified
3DPText-DETR (ResNet-50)F-Measure89—Unverified
4TextFuseNet (ResNeXt-101)F-Measure87.5—Unverified
5FAST-B-800F-Measure87.5—Unverified
6I3CL + SSL(ResNet-50)F-Measure86.9—Unverified
7CharNet H-88 (multi-scale)F-Measure86.5—Unverified
8FAST-B-640F-Measure86.4—Unverified
9DBNet++ (ResNet-50) (800)F-Measure86—Unverified
10FAST-B-512F-Measure85.8—Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetF-Measure89.4—Unverified
2FAST-B-736F-Measure87.3—Unverified
3DBNet++ (ResNet-50) (736)F-Measure87.2—Unverified
4FAST-S-736F-Measure86.4—Unverified
5DBNet++ (ResNet-18) (736)F-Measure85.1—Unverified
6FAST-T-736F-Measure84.9—Unverified
7DB-ResNet-50 (736)F-Measure84.9—Unverified
8FAST-T-512F-Measure84.5—Unverified
9PANF-Measure84.1—Unverified
10CRAFTF-Measure82.9—Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetF-Measure89.8—Unverified
2SRFormer (ResNet-50)F-Measure89.6—Unverified
3DPText-DETR (ResNet50)F-Measure88.8—Unverified
4TextFuseNet (ResNeXt-101)F-Measure87.4—Unverified
5I3CL + SSLF-Measure86.5—Unverified
6PANF-Measure85—Unverified
7FAST-B-640F-Measure84.2—Unverified
8PAN-640F-Measure83.7—Unverified
9CRAFTF-Measure83.5—Unverified
10DB-ResNet50 (1024)F-Measure83.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CRAFTPrecision97.4—Unverified
2TextFuseNet (ResNeXt-101)F-Measure94.61—Unverified
3SPCNETF-Measure92.1—Unverified
4Mask TextSpotterF-Measure91.7—Unverified
5WordSup (VGG16-synth-icdar)F-Measure90.34—Unverified
6STN-OCRF-Measure90.3—Unverified
7PixelLink+VGG16 2s MSF-Measure88.1—Unverified
8TextBoxes++_MSF-Measure88—Unverified
9Corner Localization (multi-scale)F-Measure88—Unverified
10Corner-based Region ProposalsF-Measure87.6—Unverified
#ModelMetricClaimedVerifiedStatus
1PMTD*Precision84.42—Unverified
2Corner Localization (single-scale)Precision83.8—Unverified
3SBDPrecision82.75—Unverified
4FOTS MSPrecision81.86—Unverified
5CharNet H-88Precision81.27—Unverified
6FOTSPrecision80.95—Unverified
7SPCNETPrecision80.6—Unverified
8CRAFTPrecision80.6—Unverified
9PANPrecision80—Unverified
10GNNetsPrecision79.63—Unverified
#ModelMetricClaimedVerifiedStatus
1Corner-based Region ProposalsF-Measure59.1—Unverified
2TextBoxes++_MSF-Measure58.72—Unverified
3EAST + VGG16F-Measure39.45—Unverified
4SSTDF-Measure37—Unverified
5WordSup (VGG16-synth-coco)F-Measure36.8—Unverified
6Yao et al.F-Measure33.31—Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetH-Mean79.7—Unverified
2SRFormer (ResNet-50)H-Mean79.3—Unverified
3TextFuseNet (ResNeXt-101)H-Mean78.6—Unverified
4DPText-DETR (ResNet-50)H-Mean78.1—Unverified
#ModelMetricClaimedVerifiedStatus
1BDNF-Measure93.36—Unverified