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
Unsharp Masking Layer: Injecting Prior Knowledge in Convolutional Networks for Image ClassificationCode0
COCO-Text: Dataset and Benchmark for Text Detection and Recognition in Natural ImagesCode0
Total-Text: A Comprehensive Dataset for Scene Text Detection and RecognitionCode0
Vision-Language Pre-Training for Boosting Scene Text DetectorsCode0
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and BeyondCode0
Text in the Dark: Extremely Low-Light Text Image EnhancementCode0
TextSnake: A Flexible Representation for Detecting Text of Arbitrary ShapesCode0
The First Swahili Language Scene Text Detection and Recognition DatasetCode0
Detecting Text in Natural Image with Connectionist Text Proposal NetworkCode0
Detecting Oriented Text in Natural Images by Linking SegmentsCode0
TextField: Learning A Deep Direction Field for Irregular Scene Text DetectionCode0
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary ShapesCode0
TextBoxes++: A Single-Shot Oriented Scene Text DetectorCode0
Detecting Curve Text in the Wild: New Dataset and New SolutionCode0
Text Detection and Recognition in the Wild: A ReviewCode0
Tightness-aware Evaluation Protocol for Scene Text DetectionCode0
STN-OCR: A single Neural Network for Text Detection and Text RecognitionCode0
Rethinking Irregular Scene Text RecognitionCode0
STELA: A Real-Time Scene Text Detector with Learned AnchorCode0
ShopSign: a Diverse Scene Text Dataset of Chinese Shop Signs in Street ViewsCode0
Single Shot Text Detector with Regional AttentionCode0
Sliding Line Point Regression for Shape Robust Scene Text DetectionCode0
Selective Style Transfer for TextCode0
Scene Text Detection with Supervised Pyramid Context NetworkCode0
Scene Text Detection and Recognition: The Deep Learning EraCode0
Robust Scene Text Recognition with Automatic RectificationCode0
ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT)Code0
Accurate Text Localization in Natural Image with Cascaded Convolutional Text NetworkCode0
SynthText3D: Synthesizing Scene Text Images from 3D Virtual WorldsCode0
Harnessing the Power of Multi-Lingual Datasets for Pre-training: Towards Enhancing Text Spotting PerformanceCode0
Gliding vertex on the horizontal bounding box for multi-oriented object detectionCode0
Research on Multilingual Natural Scene Text Detection AlgorithmCode0
Dataset and Benchmark for Urdu Natural Scenes Text Detection, Recognition and Visual Question AnsweringCode0
Geometry Normalization Networks for Accurate Scene Text DetectionCode0
A Single-Shot Arbitrarily-Shaped Text Detector based on Context Attended Multi-Task LearningCode0
SEE: Towards Semi-Supervised End-to-End Scene Text RecognitionCode0
R2CNN: Rotational Region CNN for Orientation Robust Scene Text DetectionCode0
PixelLink: Detecting Scene Text via Instance SegmentationCode0
Progressive Contour Regression for Arbitrary-Shape Scene Text DetectionCode0
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering NetworkCode0
Pyramid Mask Text DetectorCode0
FOTS: Fast Oriented Text Spotting with a Unified NetworkCode0
Arbitrary-Oriented Scene Text Detection via Rotation ProposalsCode0
STEP -- Towards Structured Scene-Text SpottingCode0
Convolutional Character NetworksCode0
Multi-Oriented Scene Text Detection via Corner Localization and Region SegmentationCode0
Multi-Oriented Text Detection with Fully Convolutional NetworksCode0
On Exploring and Improving Robustness of Scene Text Detection ModelsCode0
TedEval: A Fair Evaluation Metric for Scene Text DetectorsCode0
Weakly Supervised Scene Text Detection using Deep Reinforcement LearningCode0
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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