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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 213 papers

TitleStatusHype
Text Growing on Leaf—0
TextMountain: Accurate Scene Text Detection via Instance Segmentation—0
TextOCR: Towards large-scale end-to-end reasoning for arbitrary-shaped scene text—0
Text Region Multiple Information Perception Network for Scene Text Detection—0
Towards Robust Real-Time Scene Text Detection: From Semantic to Instance Representation Learning—0
Towards Spatio-Temporal Video Scene Text Detection via Temporal Clustering—0
Towards Unified Multi-granularity Text Detection with Interactive Attention—0
Tracking Based Semi-Automatic Annotation for Scene Text Videos—0
UNITS: Unsupervised Intermediate Training Stage for Scene Text Detection—0
Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes—0
WeText: Scene Text Detection under Weak Supervision—0
Which and Where to Focus: A Simple yet Accurate Framework for Arbitrary-Shaped Nearby Text Detection in Scene Images—0
TextCohesion: Detecting Text for Arbitrary Shapes—0
WordSup: Exploiting Word Annotations for Character based Text Detection—0
Accurate Scene Text Detection through Border Semantics Awareness and Bootstrapping—0
Adaptive Adversarial Attack on Scene Text Recognition—0
Adaptive Segmentation Network for Scene Text Detection—0
Advances of Scene Text Datasets—0
Aggregated Text Transformer for Scene Text Detection—0
A Human Eye-based Text Color Scheme Generation Method for Image Synthesis—0
All you need is a second look: Towards Tighter Arbitrary shape text detection—0
All You Need Is Boundary: Toward Arbitrary-Shaped Text Spotting—0
An Anchor-Free Region Proposal Network for Faster R-CNN based Text Detection Approaches—0
A Novel Scene Text Detection Algorithm Based On Convolutional Neural Network—0
Arbitrary Shape Scene Text Detection with Adaptive Text Region Representation—0
Attention-based Feature Decomposition-Reconstruction Network for Scene Text Detection—0
BPDO:Boundary Points Dynamic Optimization for Arbitrary Shape Scene Text Detection—0
Canny Text Detector: Fast and Robust Scene Text Localization Algorithm—0
Characterness: An Indicator of Text in the Wild—0
Character Proposal Network for Robust Text Extraction—0
Comprehensive Benchmark Datasets for Amharic Scene Text Detection and Recognition—0
Comprehensive Studies for Arbitrary-shape Scene Text Detection—0
Conceptual Text Region Network: Cognition-Inspired Accurate Scene Text Detection—0
Correlation Propagation Networks for Scene Text Detection—0
CPN: Complementary Proposal Network for Unconstrained Text Detection—0
CT-Net: Arbitrary-Shaped Text Detection via Contour Transformer—0
Deep Direct Regression for Multi-Oriented Scene Text Detection—0
Deep Learning Based Vehicle Tracking System Using License Plate Detection And Recognition—0
Deep Residual Text Detection Network for Scene Text—0
Deep Scene Text Detection with Connected Component Proposals—0
Deformable Kernel Expansion Model for Efficient Arbitrary-shaped Scene Text Detection—0
Detection and Rectification of Arbitrary Shaped Scene Texts by using Text Keypoints and Links—0
DGST : Discriminator Guided Scene Text detector—0
Domain Adaptive Scene Text Detection via Subcategorization—0
DPTNet: A Dual-Path Transformer Architecture for Scene Text Detection—0
Efficient Scene Text Detection with Textual Attention Tower—0
EK-Net:Real-time Scene Text Detection with Expand Kernel Distance—0
Explicit Relational Reasoning Network for Scene Text Detection—0
Explore Faster Localization Learning For Scene Text Detection—0
FC2RN: A Fully Convolutional Corner Refinement Network for Accurate Multi-Oriented 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
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