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
Deep Neural Network for Semantic-based Text Recognition in Images—0
DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting—0
Deformation Robust Text Spotting with Geometric Prior—0
Diving into the Depths of Spotting Text in Multi-Domain Noisy Scenes—0
Mixed Text Recognition with Efficient Parameter Fine-Tuning and Transformer—0
Efficiently Leveraging Linguistic Priors for Scene Text Spotting—0
Enhanced Characterness for Text Detection in the Wild—0
Ensemble Learning for Vietnamese Scene Text Spotting in Urban Environments—0
Hear the Scene: Audio-Enhanced Text Spotting—0
HIP: Hierarchical Point Modeling and Pre-training for Visual Information Extraction—0
ICDAR 2021 Competition on Scene Video Text Spotting—0
ICDAR 2023 Video Text Reading Competition for Dense and Small Text—0
Inductive Visual Localisation: Factorised Training for Superior Generalisation—0
Inverse-like Antagonistic Scene Text Spotting via Reading-Order Estimation and Dynamic Sampling—0
LOGO: Video Text Spotting with Language Collaboration and Glyph Perception Model—0
Modeling Entities as Semantic Points for Visual Information Extraction in the Wild—0
VGTS: Visually Guided Text Spotting for Novel Categories in Historical Manuscripts—0
Reading Text in the Wild with Convolutional Neural Networks—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
Text-Aware Image Restoration with Diffusion Models—0
TextBlockV2: Towards Precise-Detection-Free Scene Text Spotting with Pre-trained Language Model—0
Text Detection & Recognition in the Wild for Robot Localization—0
TextDragon: An End-to-End Framework for Arbitrary Shaped Text Spotting—0
TextFormer: A Query-based End-to-End Text Spotter with Mixed Supervision—0
Textual Visual Semantic Dataset for Text Spotting—0
Towards End-to-End Text Spotting in Natural Scenes—0
Towards End-to-end Text Spotting with Convolutional Recurrent Neural Networks—0
Towards Unconstrained End-to-End Text Spotting—0
Towards Weakly-Supervised Text Spotting using a Multi-Task Transformer—0
Using Object Information for Spotting Text—0
Video text tracking for dense and small text based on pp-yoloe-r and sort algorithm—0
Watermark Text Pattern Spotting in Document Images—0
1st Place Solution to ICDAR 2021 RRC-ICTEXT End-to-end Text Spotting and Aesthetic Assessment on Integrated Circuit—0
STEP -- Towards Structured Scene-Text SpottingCode0
GloTSFormer: Global Video Text Spotting TransformerCode0
FOTS: Fast Oriented Text Spotting with a Unified NetworkCode0
WeCromCL: Weakly Supervised Cross-Modality Contrastive Learning for Transcription-only Supervised Text SpottingCode0
E^2VTS: Energy-Efficient Video Text Spotting from Unmanned Aerial VehiclesCode0
A Feasible Framework for Arbitrary-Shaped Scene Text RecognitionCode0
Dynamic Low-Resolution Distillation for Cost-Efficient End-to-End Text SpottingCode0
Visual Re-ranking with Natural Language Understanding for Text SpottingCode0
FastTextSpotter: A High-Efficiency Transformer for Multilingual Scene Text SpottingCode0
Extremely Low-light Image Enhancement with Scene Text RestorationCode0
OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table RecognitionCode0
OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table RecognitionCode0
OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language ModelsCode0
Open Images V5 Text Annotation and Yet Another Mask Text SpotterCode0
Text Perceptron: Towards End-to-End Arbitrary-Shaped Text SpottingCode0
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary ShapesCode0
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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