SOTAVerified

Text Spotting

Scene Text Spotting is the combination of Scene Text Detection and Scene Text Recognition in an end-to-end manner. It is the ability to read natural text in the wild.

Papers

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Showing 51–100 of 112 papers

TitleStatusHype
Filtering, Distillation, and Hard Negatives for Vision-Language Pre-TrainingCode1
SPTS v2: Single-Point Scene Text SpottingCode1
ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text SpottingCode1
DeepSolo: Let Transformer Decoder with Explicit Points Solo for Text SpottingCode2
GLASS: Global to Local Attention for Scene-Text SpottingCode1
Real-time End-to-End Video Text Spotter with Contrastive Representation LearningCode0
Single Shot Self-Reliant Scene Text Spotter by Decoupled yet Collaborative Detection and RecognitionCode0
Dynamic Low-Resolution Distillation for Cost-Efficient End-to-End Text SpottingCode0
E^2VTS: Energy-Efficient Video Text Spotting from Unmanned Aerial VehiclesCode0
Text Detection & Recognition in the Wild for Robot Localization—0
Text Spotting TransformersCode1
Extremely Low-light Image Enhancement with Scene Text RestorationCode0
End-to-End Video Text Spotting with TransformerCode1
SwinTextSpotter: Scene Text Spotting via Better Synergy between Text Detection and Text RecognitionCode2
DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting—0
Towards Weakly-Supervised Text Spotting using a Multi-Task Transformer—0
SPTS: Single-Point Text SpottingCode1
A Bilingual, OpenWorld Video Text Dataset and End-to-end Video Text Spotter with TransformerCode1
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text RepresentationCode1
ARTS: Eliminating Inconsistency between Text Detection and Recognition with Auto-Rectification Text Spotter—0
ICDAR 2021 Competition on Scene Video Text Spotting—0
ICDAR 2021 Competition on Integrated Circuit Text Spotting and Aesthetic AssessmentCode0
Open Images V5 Text Annotation and Yet Another Mask Text SpotterCode0
Dictionary-Guided Scene Text RecognitionCode1
Context-Free TextSpotter for Real-Time and Mobile End-to-End Text Detection and Recognition—0
ABCNet v2: Adaptive Bezier-Curve Network for Real-time End-to-end Text SpottingCode1
PAN++: Towards Efficient and Accurate End-to-End Spotting of Arbitrarily-Shaped TextCode1
PGNet: Real-time Arbitrarily-Shaped Text Spotting with Point Gathering NetworkCode0
1st Place Solution to ICDAR 2021 RRC-ICTEXT End-to-end Text Spotting and Aesthetic Assessment on Integrated Circuit—0
Scene Text Retrieval via Joint Text Detection and Similarity LearningCode1
Towards Robust Visual Information Extraction in Real World: New Dataset and Novel SolutionCode1
Scene Text Detection for Augmented Reality -- Character Bigram Approach to reduce False Positive Rate—0
MANGO: A Mask Attention Guided One-Stage Scene Text SpotterCode0
AE TextSpotter: Learning Visual and Linguistic Representation for Ambiguous Text SpottingCode1
Character Region Attention For Text Spotting—0
Mask TextSpotter v3: Segmentation Proposal Network for Robust Scene Text SpottingCode1
Textual Visual Semantic Dataset for Text Spotting—0
ABCNet: Real-time Scene Text Spotting with Adaptive Bezier-Curve NetworkCode1
Text Perceptron: Towards End-to-End Arbitrary-Shaped Text SpottingCode0
A Feasible Framework for Arbitrary-Shaped Scene Text RecognitionCode0
All You Need Is Boundary: Toward Arbitrary-Shaped Text Spotting—0
A method for detecting text of arbitrary shapes in natural scenes that improves text spotting—0
TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting—0
Semantic Relatedness Based Re-ranker for Text SpottingCode0
ICDAR 2019 Competition on Large-scale Street View Text with Partial Labeling -- RRC-LSVTCode1
ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT)Code0
Towards Unconstrained End-to-End Text Spotting—0
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary ShapesCode0
Deep Neural Network for Semantic-based Text Recognition in Images—0
Towards End-to-End Text Spotting in Natural Scenes—0
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All datasetsICDAR 2015Total-TextSCUT-CTW1500Inverse-Text

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UNITSF-measure (%) - Strong Lexicon89—Unverified
2DeepSolo (ViTAEv2-S, TextOCR)F-measure (%) - Strong Lexicon88.1—Unverified
3DeepSolo(ResNet-50, TextOCR)F-measure (%) - Strong Lexicon88—Unverified
4DeepSolo(ResNet-50)F-measure (%) - Strong Lexicon86.8—Unverified
5SRTSF-measure (%) - Strong Lexicon85.6—Unverified
6TESTRF-measure (%) - Strong Lexicon85.2—Unverified
7A3SF-measure (%) - Strong Lexicon84.8—Unverified
8GLASSF-measure (%) - Strong Lexicon84.7—Unverified
9SwinTextSpotterF-measure (%) - Strong Lexicon83.9—Unverified
10FOTSF-measure (%) - Strong Lexicon83.6—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepSolo (ViTAEv2-S, TextOCR)F-measure (%) - No Lexicon83.6—Unverified
2DeepSolo (ResNet-50, TextOCR)F-measure (%) - No Lexicon82.5—Unverified
3DeepSolo (ResNet-50)F-measure (%) - No Lexicon79.7—Unverified
4A3SF-measure (%) - No Lexicon79.4—Unverified
5UNITSF-measure (%) - No Lexicon78.7—Unverified
6GLASSF-measure (%) - No Lexicon76.6—Unverified
7DEERF-measure (%) - No Lexicon74.8—Unverified
8SwinTextSpotterF-measure (%) - No Lexicon74.3—Unverified
9TESTRF-measure (%) - No Lexicon73.3—Unverified
10MANGOF-measure (%) - No Lexicon72.9—Unverified
#ModelMetricClaimedVerifiedStatus
1A3SF-measure (%) - No Lexicon64.4—Unverified
2DeepSolo (ResNet-50)F-measure (%) - No Lexicon64.2—Unverified
3SPTSF-measure (%) - No Lexicon63.6—Unverified
4ABINet++F-measure (%) - No Lexicon60.2—Unverified
5TPSNetF-measure (%) - No Lexicon59.7—Unverified
6MANGOF-measure (%) - No Lexicon58.9—Unverified
7ABCNet v2F-measure (%) - No Lexicon57.5—Unverified
8TextPerceptronF-measure (%) - No Lexicon57—Unverified
9TESTRF-measure (%) - No Lexicon56—Unverified
10SwinTextSpotterF-measure (%) - No Lexicon51.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepSolo (ViTAEv2-S, TextOCR)F-measure (%) - No Lexicon68.8—Unverified
2DeepSolo (ResNet-50, TextOCR)F-measure (%) - No Lexicon64.6—Unverified
3SwinTextSpotterF-measure (%) - No Lexicon55.4—Unverified
4DeepSolo (ResNet-50)F-measure (%) - No Lexicon48.5—Unverified
5MaskTextSpotter v2F-measure (%) - No Lexicon39—Unverified
6SPTSF-measure (%) - No Lexicon38.3—Unverified
7ABCNet v2F-measure (%) - No Lexicon34.5—Unverified
8TESTRF-measure (%) - No Lexicon34.2—Unverified
9ABCNetF-measure (%) - No Lexicon22.2—Unverified