SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

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Showing 1–50 of 269 papers

TitleStatusHype
Linguistics-aware Masked Image Modeling for Self-supervised 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
Ocean-OCR: Towards General OCR Application via a Vision-Language ModelCode1
Arbitrary Reading Order Scene Text Spotter with Local Semantics Guidance—0
TextSSR: Diffusion-based Data Synthesis for Scene Text RecognitionCode2
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
Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text RecognitionCode1
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
Scene-Text Grounding for Text-Based Video Question AnsweringCode1
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
Out of Length Text Recognition with Sub-String MatchingCode0
Focus on the Whole Character: Discriminative Character Modeling for Scene Text RecognitionCode0
A General Framework for Jersey Number Recognition in Sports VideoCode2
The First Swahili Language Scene Text Detection and Recognition DatasetCode0
HAAP: Vision-context Hierarchical Attention Autoregressive with Adaptive Permutation for Scene Text Recognition—0
Self-Supervised Pre-training with Symmetric Superimposition Modeling for Scene Text RecognitionCode1
Choose What You Need: Disentangled Representation Learning for Scene Text Recognition, Removal and Editing—0
Mixed Text Recognition with Efficient Parameter Fine-Tuning and Transformer—0
JSTR: Judgment Improves Scene Text Recognition—0
Efficient scene text image super-resolution with semantic guidanceCode1
IndicSTR12: A Dataset for Indic Scene Text Recognition—0
Open-Vocabulary Scene Text Recognition via Pseudo-Image Labeling and Margin Loss—0
Efficiently Leveraging Linguistic Priors for Scene Text Spotting—0
Sequential Visual and Semantic Consistency for Semi-supervised Text Recognition—0
Class-Aware Mask-Guided Feature Refinement for Scene Text RecognitionCode1
Lumos : Empowering Multimodal LLMs with Scene Text Recognition—0
Instruction-Guided Scene Text RecognitionCode0
Text Image Inpainting via Global Structure-Guided Diffusion ModelsCode2
CMFN: Cross-Modal Fusion Network for Irregular Scene Text Recognition—0
SVIPTR: Fast and Efficient Scene Text Recognition with Vision Permutable ExtractorCode1
An Empirical Study of Scaling Law for Scene Text RecognitionCode2
OTE: Exploring Accurate Scene Text Recognition Using One TokenCode0
Choose What You Need: Disentangled Representation Learning for Scene Text Recognition Removal and Editing—0
An Empirical Study of Scaling Law for OCRCode1
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
Cross-Lingual Learning in Multilingual Scene Text RecognitionCode1
STR-Cert: Robustness Certification for Deep Text Recognition on Deep Learning Pipelines and Vision Transformers—0
Recognition-Guided Diffusion Model for Scene Text Image Super-Resolution—0
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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