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 101–150 of 213 papers

TitleStatusHype
Explore Faster Localization Learning For Scene Text Detection—0
FC2RN: A Fully Convolutional Corner Refinement Network for Accurate Multi-Oriented Scene Text Detection—0
Few Could Be Better Than All: Feature Sampling and Grouping for Scene Text Detection—0
FPDIoU Loss: A Loss Function for Efficient Bounding Box Regression of Rotated Object Detection—0
Fused Text Segmentation Networks for Multi-oriented Scene Text Detection—0
GA-DAN: Geometry-Aware Domain Adaptation Network for Scene Text Detection and Recognition—0
Geometry-Aware Scene Text Detection With Instance Transformation Network—0
ICDAR2019 Robust Reading Challenge on Multi-lingual Scene Text Detection and Recognition -- RRC-MLT-2019—0
Image Processing Based Scene-Text Detection and Recognition with Tesseract—0
IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Oriented Scene Text Detection—0
Incidental Scene Text Understanding: Recent Progresses on ICDAR 2015 Robust Reading Competition Challenge 4—0
Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction—0
KhmerST: A Low-Resource Khmer Scene Text Detection and Recognition Benchmark—0
Language Matters: A Weakly Supervised Vision-Language Pre-training Approach for Scene Text Detection and Spotting—0
Predictive Ensemble Learning with Application to Scene Text Detection—0
PuzzleNet: Scene Text Detection by Segment Context Graph Learning—0
Real-time Scene Text Detection Based on Global Level and Word Level Features—0
Region Prompt Tuning: Fine-grained Scene Text Detection Utilizing Region Text Prompt—0
ReLaText: Exploiting Visual Relationships for Arbitrary-Shaped Scene Text Detection with Graph Convolutional Networks—0
Robust Handwriting Recognition with Limited and Noisy Data—0
Robust Text Detection in Natural Scene Images—0
Rotation-Sensitive Regression for Oriented Scene Text Detection—0
RSCA: Real-time Segmentation-based Context-Aware Scene Text Detection—0
Running Event Visualization using Videos from Multiple Cameras—0
A method for detecting text of arbitrary shapes in natural scenes that improves text spotting—0
Scene Text Detection for Augmented Reality -- Character Bigram Approach to reduce False Positive Rate—0
Scene Text Detection via Holistic, Multi-Channel Prediction—0
Scene Text Detection with Scribble Lines—0
Scene Text Detection with Selected Anchor—0
Scene Text Eraser—0
Scene Text Synthesis for Efficient and Effective Deep Network Training—0
SEE: Towards Semi-SupervisedEnd-to-End Scene Text Recognition—0
Selective Feature Connection Mechanism: Concatenating Multi-layer CNN Features with a Feature Selector—0
Self-Training for Domain Adaptive Scene Text Detection—0
Separate Scene Text Detector for Unseen Scripts is Not All You Need—0
Sequential Deformation for Accurate Scene Text Detection—0
Shift Variance in Scene Text Detection—0
Smart Library: Identifying Books in a Library using Richly Supervised Deep Scene Text Reading—0
Spotlight Text Detector: Spotlight on Candidate Regions Like a Camera—0
Strokelets: A Learned Multi-Scale Representation for Scene Text Recognition—0
StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks—0
Symmetry-Based Text Line Detection in Natural Scenes—0
Text-Attentional Convolutional Neural Networks for Scene Text Detection—0
Text-attentional convolutional neural network for scene text detection—0
TextContourNet: a Flexible and Effective Framework for Improving Scene Text Detection Architecture with a Multi-task Cascade—0
TextDCT: Arbitrary-Shaped Text Detection via Discrete Cosine Transform Mask—0
Text Flow: A Unified Text Detection System in Natural Scene Images—0
TextFormer: A Query-based End-to-End Text Spotter with Mixed Supervision—0
Text Grouping Adapter: Adapting Pre-trained Text Detector for Layout Analysis—0
Text Growing on Leaf—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