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

Showing 151200 of 213 papers

TitleStatusHype
ShopSign: a Diverse Scene Text Dataset of Chinese Shop Signs in Street ViewsCode0
Scene Text Synthesis for Efficient and Effective Deep Network Training0
MSR: Multi-Scale Shape Regression for Scene Text Detection0
Advances of Scene Text Datasets0
TextField: Learning A Deep Direction Field for Irregular Scene Text DetectionCode0
TextMountain: Accurate Scene Text Detection via Instance Segmentation0
Mask R-CNN with Pyramid Attention Network for Scene Text Detection0
Scene Text Detection with Supervised Pyramid Context NetworkCode0
Selective Feature Connection Mechanism: Concatenating Multi-layer CNN Features with a Feature Selector0
Scene Text Detection and Recognition: The Deep Learning EraCode0
Correlation Propagation Networks for Scene Text Detection0
TextContourNet: a Flexible and Effective Framework for Improving Scene Text Detection Architecture with a Multi-task Cascade0
Accurate Scene Text Detection through Border Semantics Awareness and Bootstrapping0
Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes0
Adaptive Adversarial Attack on Scene Text Recognition0
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary ShapesCode0
TextSnake: A Flexible Representation for Detecting Text of Arbitrary ShapesCode0
Geometry-Aware Scene Text Detection With Instance Transformation Network0
Learning Markov Clustering Networks for Scene Text Detection0
IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Oriented Scene Text Detection0
An Anchor-Free Region Proposal Network for Faster R-CNN based Text Detection Approaches0
Large Scale Scene Text Verification with Guided Attention0
Rotation-Sensitive Regression for Oriented Scene Text Detection0
Multi-Oriented Scene Text Detection via Corner Localization and Region SegmentationCode0
Sliding Line Point Regression for Shape Robust Scene Text DetectionCode0
TextBoxes++: A Single-Shot Oriented Scene Text DetectorCode0
FOTS: Fast Oriented Text Spotting with a Unified NetworkCode0
PixelLink: Detecting Scene Text via Instance SegmentationCode0
SEE: Towards Semi-SupervisedEnd-to-End Scene Text Recognition0
SEE: Towards Semi-Supervised End-to-End Scene Text RecognitionCode0
Detecting Curve Text in the Wild: New Dataset and New SolutionCode0
Deep Residual Text Detection Network for Scene Text0
Total-Text: A Comprehensive Dataset for Scene Text Detection and RecognitionCode0
WeText: Scene Text Detection under Weak Supervision0
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection0
Single Shot Text Detector with Regional AttentionCode0
WordSup: Exploiting Word Annotations for Character based Text Detection0
Deep Scene Text Detection with Connected Component Proposals0
STN-OCR: A single Neural Network for Text Detection and Text RecognitionCode0
Multi-Scale FCN With Cascaded Instance Aware Segmentation for Arbitrary Oriented Word Spotting in the Wild0
R2CNN: Rotational Region CNN for Orientation Robust Scene Text DetectionCode0
Scene Text Eraser0
Deep Direct Regression for Multi-Oriented Scene Text Detection0
Detecting Oriented Text in Natural Images by Linking SegmentsCode0
Arbitrary-Oriented Scene Text Detection via Rotation ProposalsCode0
Smart Library: Identifying Books in a Library using Richly Supervised Deep Scene Text Reading0
Detecting Text in Natural Image with Connectionist Text Proposal NetworkCode0
Scene Text Detection via Holistic, Multi-Channel Prediction0
Canny Text Detector: Fast and Robust Scene Text Localization Algorithm0
Text Flow: A Unified Text Detection System in Natural Scene Images0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TextFuseNet (ResNeXt-101)F-Measure92.23Unverified
2CharNet H-88 (multi-scale)F-Measure91.55Unverified
3CharNet H-88 (single-scale)F-Measure90.97Unverified
4CharNet H-50 (multi-scale)F-Measure90.16Unverified
5SBDF-Measure90.1Unverified
6CharNet H-57 (multi-scale)F-Measure90.06Unverified
7FOTS MSF-Measure89.84Unverified
8CharNet H-50 (single-scale)F-Measure89.7Unverified
9CharNet H-57 (single-scale)F-Measure89.66Unverified
10PMTDF-Measure89.33Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetF-Measure90.5Unverified
2SRFormer (ResNet-50)F-Measure90Unverified
3DPText-DETR (ResNet-50)F-Measure89Unverified
4TextFuseNet (ResNeXt-101)F-Measure87.5Unverified
5FAST-B-800F-Measure87.5Unverified
6I3CL + SSL(ResNet-50)F-Measure86.9Unverified
7CharNet H-88 (multi-scale)F-Measure86.5Unverified
8FAST-B-640F-Measure86.4Unverified
9DBNet++ (ResNet-50) (800)F-Measure86Unverified
10FAST-B-512F-Measure85.8Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetF-Measure89.4Unverified
2FAST-B-736F-Measure87.3Unverified
3DBNet++ (ResNet-50) (736)F-Measure87.2Unverified
4FAST-S-736F-Measure86.4Unverified
5DBNet++ (ResNet-18) (736)F-Measure85.1Unverified
6FAST-T-736F-Measure84.9Unverified
7DB-ResNet-50 (736)F-Measure84.9Unverified
8FAST-T-512F-Measure84.5Unverified
9PANF-Measure84.1Unverified
10CRAFTF-Measure82.9Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetF-Measure89.8Unverified
2SRFormer (ResNet-50)F-Measure89.6Unverified
3DPText-DETR (ResNet50)F-Measure88.8Unverified
4TextFuseNet (ResNeXt-101)F-Measure87.4Unverified
5I3CL + SSLF-Measure86.5Unverified
6PANF-Measure85Unverified
7FAST-B-640F-Measure84.2Unverified
8PAN-640F-Measure83.7Unverified
9CRAFTF-Measure83.5Unverified
10DB-ResNet50 (1024)F-Measure83.4Unverified
#ModelMetricClaimedVerifiedStatus
1CRAFTPrecision97.4Unverified
2TextFuseNet (ResNeXt-101)F-Measure94.61Unverified
3SPCNETF-Measure92.1Unverified
4Mask TextSpotterF-Measure91.7Unverified
5WordSup (VGG16-synth-icdar)F-Measure90.34Unverified
6STN-OCRF-Measure90.3Unverified
7PixelLink+VGG16 2s MSF-Measure88.1Unverified
8TextBoxes++_MSF-Measure88Unverified
9Corner Localization (multi-scale)F-Measure88Unverified
10Corner-based Region ProposalsF-Measure87.6Unverified
#ModelMetricClaimedVerifiedStatus
1PMTD*Precision84.42Unverified
2Corner Localization (single-scale)Precision83.8Unverified
3SBDPrecision82.75Unverified
4FOTS MSPrecision81.86Unverified
5CharNet H-88Precision81.27Unverified
6FOTSPrecision80.95Unverified
7SPCNETPrecision80.6Unverified
8CRAFTPrecision80.6Unverified
9PANPrecision80Unverified
10GNNetsPrecision79.63Unverified
#ModelMetricClaimedVerifiedStatus
1Corner-based Region ProposalsF-Measure59.1Unverified
2TextBoxes++_MSF-Measure58.72Unverified
3EAST + VGG16F-Measure39.45Unverified
4SSTDF-Measure37Unverified
5WordSup (VGG16-synth-coco)F-Measure36.8Unverified
6Yao et al.F-Measure33.31Unverified
#ModelMetricClaimedVerifiedStatus
1MixNetH-Mean79.7Unverified
2SRFormer (ResNet-50)H-Mean79.3Unverified
3TextFuseNet (ResNeXt-101)H-Mean78.6Unverified
4DPText-DETR (ResNet-50)H-Mean78.1Unverified
#ModelMetricClaimedVerifiedStatus
1BDNF-Measure93.36Unverified