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 51–100 of 213 papers

TitleStatusHype
TextDCT: Arbitrary-Shaped Text Detection via Discrete Cosine Transform Mask—0
TraffSign: Multilingual Traffic Signboard Text Detection and Recognition for Urdu and EnglishCode0
UNITS: Unsupervised Intermediate Training Stage for Scene Text Detection—0
Vision-Language Pre-Training for Boosting Scene Text DetectorsCode0
Few Could Be Better Than All: Feature Sampling and Grouping for Scene Text Detection—0
Towards End-to-End Unified Scene Text Detection and Layout AnalysisCode2
Comprehensive Benchmark Datasets for Amharic Scene Text Detection and Recognition—0
SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text RecognitionCode2
Real-time Scene Text Detection Based on Global Level and Word Level Features—0
Language Matters: A Weakly Supervised Vision-Language Pre-training Approach for Scene Text Detection and Spotting—0
Real-Time Scene Text Detection with Differentiable Binarization and Adaptive Scale FusionCode7
Weakly Supervised Scene Text Detection using Deep Reinforcement LearningCode0
CORE-Text: Improving Scene Text Detection with Contrastive Relational ReasoningCode1
Attention-based Feature Decomposition-Reconstruction Network for Scene Text Detection—0
StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks—0
FAST: Faster Arbitrarily-Shaped Text Detector with Minimalist Kernel RepresentationCode1
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text RepresentationCode1
Industrial Scene Text Detection with Refined Feature-attentive NetworkCode1
On Exploring and Improving Robustness of Scene Text Detection ModelsCode0
Mask is All You Need: Rethinking Mask R-CNN for Dense and Arbitrary-Shaped Scene Text Detection—0
Which and Where to Focus: A Simple yet Accurate Framework for Arbitrary-Shaped Nearby Text Detection in Scene Images—0
I3CL:Intra- and Inter-Instance Collaborative Learning for Arbitrary-shaped Scene Text DetectionCode1
Comprehensive Studies for Arbitrary-shape Scene Text Detection—0
CentripetalText: An Efficient Text Instance Representation for Scene Text DetectionCode1
Progressive Contour Regression for Arbitrary-Shape Scene Text DetectionCode0
Dictionary-Guided Scene Text RecognitionCode1
RSCA: Real-time Segmentation-based Context-Aware Scene Text Detection—0
TextOCR: Towards large-scale end-to-end reasoning for arbitrary-shaped scene text—0
MT: Multi-Perspective Feature Learning Network for Scene Text Detection—0
PAN++: Towards Efficient and Accurate End-to-End Spotting of Arbitrarily-Shaped TextCode1
Fourier Contour Embedding for Arbitrary-Shaped Text DetectionCode1
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering NetworkCode0
Scene Text Retrieval via Joint Text Detection and Similarity LearningCode1
MOST: A Multi-Oriented Scene Text Detector with Localization Refinement—0
Tracking Based Semi-Automatic Annotation for Scene Text Videos—0
Conceptual Text Region Network: Cognition-Inspired Accurate Scene Text Detection—0
Detection and Rectification of Arbitrary Shaped Scene Texts by using Text Keypoints and Links—0
Scene Text Detection for Augmented Reality -- Character Bigram Approach to reduce False Positive Rate—0
Scene Text Detection with Scribble Lines—0
Polygon-free: Unconstrained Scene Text Detection with Box AnnotationsCode1
Towards Spatio-Temporal Video Scene Text Detection via Temporal Clustering—0
A Human Eye-based Text Color Scheme Generation Method for Image Synthesis—0
RRPN++: Guidance Towards More Accurate Scene Text DetectionCode1
Synthetic-to-Real Unsupervised Domain Adaptation for Scene Text Detection in the WildCode1
Scene Text Detection with Selected Anchor—0
Robust Handwriting Recognition with Limited and Noisy Data—0
TextRay: Contour-based Geometric Modeling for Arbitrary-shaped Scene Text DetectionCode1
Sequential Deformation for Accurate Scene Text Detection—0
FC2RN: A Fully Convolutional Corner Refinement Network for Accurate Multi-Oriented Scene Text Detection—0
Text Detection and Recognition in the Wild: A ReviewCode0
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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
6DB-ResNet-50 (736)F-Measure84.9—Unverified
7FAST-T-736F-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
7CRAFTPrecision80.6—Unverified
8SPCNETPrecision80.6—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