SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 269 papers

TitleStatusHype
Multi-modal Text Recognition Networks: Interactive Enhancements between Visual and Semantic FeaturesCode1
Traditional Chinese Synthetic Datasets Verified with Labeled Data for Scene Text RecognitionCode1
CDistNet: Perceiving Multi-Domain Character Distance for Robust Text RecognitionCode1
TPSNet: Reverse Thinking of Thin Plate Splines for Arbitrary Shape Scene Text RepresentationCode1
TrOCR: Transformer-based Optical Character Recognition with Pre-trained ModelsCode1
PIMNet: A Parallel, Iterative and Mimicking Network for Scene Text RecognitionCode1
Meta Self-Learning for Multi-Source Domain Adaptation: A BenchmarkCode1
From Two to One: A New Scene Text Recognizer with Visual Language Modeling NetworkCode1
Data Augmentation for Scene Text RecognitionCode1
Arabic Scene Text Recognition in the Deep Learning Era: Analysis on A Novel DatasetCode1
SynthTIGER: Synthetic Text Image GEneratoR Towards Better Text Recognition ModelsCode1
CentripetalText: An Efficient Text Instance Representation for Scene Text DetectionCode1
Dictionary-Guided Scene Text RecognitionCode1
Convolutional Neural Networks with Gated Recurrent ConnectionsCode1
Vision Transformer for Fast and Efficient Scene Text RecognitionCode1
Primitive Representation Learning for Scene Text RecognitionCode1
TextAdaIN: Paying Attention to Shortcut Learning in Text RecognizersCode1
Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text RecognitionCode1
What If We Only Use Real Datasets for Scene Text Recognition? Toward Scene Text Recognition With Fewer LabelsCode1
Gaussian Constrained Attention Network for Scene Text RecognitionCode1
PlugNet: Degradation Aware Scene Text Recognition Supervised by a Pluggable Super-Resolution UnitCode1
SEED: Semantics Enhanced Encoder-Decoder Framework for Scene Text RecognitionCode1
Text Recognition in the Wild: A SurveyCode1
SCATTER: Selective Context Attentional Scene Text RecognizerCode1
UnrealText: Synthesizing Realistic Scene Text Images from the Unreal WorldCode1
AutoSTR: Efficient Backbone Search for Scene Text RecognitionCode1
Decoupled Attention Network for Text RecognitionCode1
MASTER: Multi-Aspect Non-local Network for Scene Text RecognitionCode1
TextSR: Content-Aware Text Super-Resolution Guided by RecognitionCode1
What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model AnalysisCode1
Accurate, Data-Efficient, Unconstrained Text Recognition with Convolutional Neural NetworksCode1
Show, Attend and Read: A Simple and Strong Baseline for Irregular Text RecognitionCode1
Synthetic Data and Artificial Neural Networks for Natural Scene Text RecognitionCode1
Efficient and Accurate Scene Text Recognition with Cascaded-Transformers—0
Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation—0
A Context-Driven Training-Free Network for Lightweight Scene Text Segmentation and Recognition—0
EventSTR: A Benchmark Dataset and Baselines for Event Stream based Scene Text RecognitionCode0
Billet Number Recognition Based on Test-Time Adaptation—0
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance—0
SVTRv2: CTC Beats Encoder-Decoder Models in Scene Text RecognitionCode0
Boosting Semi-Supervised Scene Text Recognition via Viewing and SummarizingCode0
Relational Contrastive Learning and Masked Image Modeling for Scene Text RecognitionCode0
MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes BenchmarkCode0
Text Image Generation for Low-Resource Languages with Dual Translation Learning—0
One Model for Two Tasks: Cooperatively Recognizing and Recovering Low-Resolution Scene Text Images by Iterative Mutual Guidance—0
VL-Reader: Vision and Language Reconstructor is an Effective Scene Text Recognizer—0
Platypus: A Generalized Specialist Model for Reading Text in Various FormsCode0
Decoder Pre-Training with only Text for Scene Text RecognitionCode0
LEGO: Self-Supervised Representation Learning for Scene Text Images—0
MOoSE: Multi-Orientation Sharing Experts for Open-set Scene Text RecognitionCode0
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All datasetsICDAR2013SVTICDAR2015CUTE80IIIT5kSVTPICDAR 2003WOSTIC19-ArtCOCO-TextHOSTUber-Text

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CLIP4STR-L*Accuracy99.42—Unverified
2DTrOCR 105MAccuracy99.4—Unverified
3CLIP4STR-L (DataComp-1B)Accuracy99—Unverified
4MGP-STRAccuracy98.5—Unverified
5CLIP4STR-LAccuracy98.5—Unverified
6CLIP4STR-BAccuracy98.3—Unverified
7CCD-ViT-Base(ARD_2.8M)Accuracy98.3—Unverified
8CCD-ViT-Small(ARD_2.8M)Accuracy98.3—Unverified
9MATRNAccuracy97.9—Unverified
10S-GTRAccuracy97.8—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4STR-H (DFN-5B)Accuracy99.1—Unverified
2DTrOCR 105MAccuracy98.9—Unverified
3CLIP4STR-B*Accuracy98.76—Unverified
4MGP-STRAccuracy98.6—Unverified
5CLIP4STR-L (DataComp-1B)Accuracy98.6—Unverified
6CLIP4STR-LAccuracy98.5—Unverified
7CPPDAccuracy98.5—Unverified
8CLIP4STR-BAccuracy98.3—Unverified
9CCD-ViT-Base(ARD_2.8M)Accuracy97.8—Unverified
10CCD-ViT-Small(ARD_2.8M)Accuracy96.4—Unverified
#ModelMetricClaimedVerifiedStatus
1DTrOCR 105MAccuracy93.5—Unverified
2CLIP4STR-L*Accuracy92.6—Unverified
3CPPDAccuracy91.7—Unverified
4CLIP4STR-L (DataComp-1B)Accuracy91.4—Unverified
5MGP-STRAccuracy90.9—Unverified
6CLIP4STR-LAccuracy90.8—Unverified
7CLIP4STR-BAccuracy90.6—Unverified
8SIGA_SAccuracy87.6—Unverified
9S-GTRAccuracy87.3—Unverified
10MATRNAccuracy86.6—Unverified
#ModelMetricClaimedVerifiedStatus
1CPPDAccuracy99.7—Unverified
2CLIP4STR-L (DataComp-1B)Accuracy99.7—Unverified
3CLIP4STR-B*Accuracy99.65—Unverified
4MGP-STRAccuracy99.31—Unverified
5CLIP4STR-BAccuracy99.3—Unverified
6DTrOCR 105MAccuracy99.1—Unverified
7CLIP4STR-LAccuracy99—Unverified
8CCD-ViT-Base(ARD_2.8M)Accuracy98.3—Unverified
9CCD-ViT-Small(ARD_2.8M)Accuracy98.3—Unverified
10CCD-ViT-Tiny(ARD_2.8M)Accuracy95.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DTrOCR 105MAccuracy99.6—Unverified
2CLIP4STR-L (DataComp-1B)Accuracy99.6—Unverified
3CLIP4STR-LAccuracy99.5—Unverified
4CLIP4STR-B (DataComp-1B)Accuracy99.5—Unverified
5CPPDAccuracy99.3—Unverified
6CLIP4STR-BAccuracy99.2—Unverified
7MGP-STRAccuracy98.8—Unverified
8CCD-ViT-Base(ARD_2.8M)Accuracy98—Unverified
9CCD-ViT-Small(ARD_2.8M)Accuracy98—Unverified
10S-GTRAccuracy97.5—Unverified
#ModelMetricClaimedVerifiedStatus
1DTrOCR 105MAccuracy98.6—Unverified
2MGP-STRAccuracy98.3—Unverified
3CLIP4STR-L*Accuracy98.13—Unverified
4CLIP4STR-L (DataComp-1B)Accuracy98.1—Unverified
5CLIP4STR-LAccuracy97.4—Unverified
6CLIP4STR-BAccuracy97.2—Unverified
7CPPDAccuracy96.7—Unverified
8CCD-ViT-BaseAccuracy96.1—Unverified
9CCD-ViT-SmallAccuracy92.7—Unverified
10CCD-ViT-TinyAccuracy91.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Yet Another Text RecognizerAccuracy97.1—Unverified
2SIGA_TAccuracy97—Unverified
3SATRNAccuracy96.7—Unverified
4DANAccuracy95—Unverified
5SAFLAccuracy95—Unverified
6CSTRAccuracy94.8—Unverified
7Baek et al.Accuracy94.4—Unverified
8ViTSTRAccuracy94.3—Unverified
9AONAccuracy91.5—Unverified
10RAREAccuracy90.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4STR-H (DFN-5B)1:1 Accuracy90.9—Unverified
2CLIP4STR-L (DataComp-1B)1:1 Accuracy90.6—Unverified
3CLIP4STR-L1:1 Accuracy88.8—Unverified
4CLIP4STR-B1:1 Accuracy87—Unverified
5CCD-ViT-Base1:1 Accuracy86—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4STR-L (DataComp-1B)Accuracy (%)86.4—Unverified
2CLIP4STR-LAccuracy (%)85.9—Unverified
3CLIP4STR-BAccuracy (%)85.8—Unverified
4MGP-STRAccuracy (%)85.5—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4STR-L1:1 Accuracy81.9—Unverified
2MGP-STR1:1 Accuracy81.7—Unverified
3CLIP4STR-B1:1 Accuracy81.1—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4STR-L1:1 Accuracy82.7—Unverified
2CLIP4STR-B1:1 Accuracy79.8—Unverified
3CCD-ViT-Base1:1 Accuracy77.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CLIP4STR-L (DataComp-1B)Accuracy (%)92.2—Unverified
2MGP-STRAccuracy (%)91—Unverified
3CLIP4STR-BAccuracy (%)86.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ABINet-LV+TPS++Accuracy97.8—Unverified
#ModelMetricClaimedVerifiedStatus
1MLDGAverage Accuracy19.02—Unverified
#ModelMetricClaimedVerifiedStatus
1ABINet-LV+TPS++Accuracy89.6—Unverified