SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

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Showing 51–100 of 269 papers

TitleStatusHype
Ocean-OCR: Towards General OCR Application via a Vision-Language ModelCode1
Data Augmentation for Scene Text RecognitionCode1
Multi-modal Text Recognition Networks: Interactive Enhancements between Visual and Semantic FeaturesCode1
Decoupled Attention Network for Text RecognitionCode1
Convolutional Neural Networks with Gated Recurrent ConnectionsCode1
Multimodal Semi-Supervised Learning for Text RecognitionCode1
Dictionary-Guided Scene Text RecognitionCode1
TPS++: Attention-Enhanced Thin-Plate Spline for Scene Text RecognitionCode1
SimAN: Exploring Self-Supervised Representation Learning of Scene Text via Similarity-Aware NormalizationCode1
Reading and Writing: Discriminative and Generative Modeling for Self-Supervised Text RecognitionCode1
Primitive Representation Learning for Scene Text RecognitionCode1
Masked Vision-Language Transformers for Scene Text RecognitionCode1
Read Like Humans: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text RecognitionCode1
AutoSTR: Efficient Backbone Search for Scene Text RecognitionCode1
PIMNet: A Parallel, Iterative and Mimicking Network for Scene Text RecognitionCode1
Linguistic More: Taking a Further Step toward Efficient and Accurate Scene Text RecognitionCode1
Self-supervised Implicit Glyph Attention for Text RecognitionCode1
Efficient scene text image super-resolution with semantic guidanceCode1
B-Spline Texture Coefficients Estimator for Screen Content Image Super-ResolutionCode1
Pushing the Performance Limit of Scene Text Recognizer without Human AnnotationCode1
CDistNet: Perceiving Multi-Domain Character Distance for Robust Text RecognitionCode1
PlugNet: Degradation Aware Scene Text Recognition Supervised by a Pluggable Super-Resolution UnitCode1
CentripetalText: An Efficient Text Instance Representation for Scene Text DetectionCode1
Exploring OCR Capabilities of GPT-4V(ision) : A Quantitative and In-depth EvaluationCode1
Scene Text Recognition Models Explainability Using Local FeaturesCode1
Relational Contrastive Learning for Scene Text RecognitionCode1
Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text RecognitionCode1
Self-supervised Character-to-Character Distillation for Text RecognitionCode1
An Empirical Study of Scaling Law for OCRCode1
Linguistics-aware Masked Image Modeling for Self-supervised Scene Text RecognitionCode1
From Two to One: A New Scene Text Recognizer with Visual Language Modeling NetworkCode1
ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text SpottingCode1
UnrealText: Synthesizing Realistic Scene Text Images from the Unreal WorldCode1
Double Supervised Network with Attention Mechanism for Scene Text Recognition—0
A fine-grained approach to scene text script identification—0
One Model for Two Tasks: Cooperatively Recognizing and Recovering Low-Resolution Scene Text Images by Iterative Mutual Guidance—0
Mixed Text Recognition with Efficient Parameter Fine-Tuning and Transformer—0
DiffusionSTR: Diffusion Model for Scene Text Recognition—0
Benchmarking Scene Text Recognition in Devanagari, Telugu and Malayalam—0
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition—0
Augmented Transformers with Adaptive n-grams Embedding for Multilingual Scene Text Recognition—0
Deep Learning based Isolated Arabic Scene Character Recognition—0
Decoupling Visual-Semantic Feature Learning for Robust Scene Text Recognition—0
Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation—0
LEGO: Self-Supervised Representation Learning for Scene Text Images—0
On Vocabulary Reliance in Scene Text Recognition—0
Adaptive Embedding Gate for Attention-Based Scene Text Recognition—0
Cursive Scene Text Analysis by Deep Convolutional Linear Pyramids—0
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance—0
IndicSTR12: A Dataset for Indic Scene Text Recognition—0
Show:102550
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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
4CLIP4STR-LAccuracy98.5—Unverified
5MGP-STRAccuracy98.5—Unverified
6CCD-ViT-Small(ARD_2.8M)Accuracy98.3—Unverified
7CLIP4STR-BAccuracy98.3—Unverified
8CCD-ViT-Base(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
4CLIP4STR-L (DataComp-1B)Accuracy98.6—Unverified
5MGP-STRAccuracy98.6—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
1CLIP4STR-L (DataComp-1B)Accuracy99.6—Unverified
2DTrOCR 105MAccuracy99.6—Unverified
3CLIP4STR-B (DataComp-1B)Accuracy99.5—Unverified
4CLIP4STR-LAccuracy99.5—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