SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 269 papers

TitleStatusHype
Text Recognition in Real Scenarios with a Few Labeled Samples—0
TextScanner: Reading Characters in Order for Robust Scene Text Recognition—0
Towards Accurate Scene Text Recognition with Semantic Reasoning Networks—0
Towards Open-Set Text Recognition via Label-to-Prototype Learning—0
Transfer Learning for Scene Text Recognition in Indian Languages—0
TRIG: Transformer-Based Text Recognizer with Initial Embedding Guidance—0
Ultra Light OCR Competition Technical Report—0
Unconstrained Scene Text and Video Text Recognition for Arabic Script—0
Using Human Psychophysics to Evaluate Generalization in Scene Text Recognition Models—0
Utilizing Resource-Rich Language Datasets for End-to-End Scene Text Recognition in Resource-Poor Languages—0
Variational Connectionist Temporal Classification—0
Vision-Language Adaptive Mutual Decoder for OOV-STR—0
Visual attention models for scene text recognition—0
Visual-Semantic Transformer for Scene Text Recognition—0
VL-Reader: Vision and Language Reconstructor is an Effective Scene Text Recognizer—0
Weakly Supervised Scene Text Generation for Low-resource Languages—0
What Machines See Is Not What They Get: Fooling Scene Text Recognition Models With Adversarial Text Images—0
Why You Should Try the Real Data for the Scene Text Recognition—0
A Multi-Object Rectified Attention Network for Scene Text RecognitionCode0
RobustScanner: Dynamically Enhancing Positional Clues for Robust Text RecognitionCode0
A Holistic Representation Guided Attention Network for Scene Text RecognitionCode0
Robust Scene Text Recognition with Automatic RectificationCode0
MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes BenchmarkCode0
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary ShapesCode0
SAFL: A Self-Attention Scene Text Recognizer with Focal LossCode0
Masked and Permuted Implicit Context Learning for Scene Text RecognitionCode0
RewriteNet: Reliable Scene Text Editing with Implicit Decomposition of Text Contents and StylesCode0
Representation and Correlation Enhanced Encoder-Decoder Framework for Scene Text RecognitionCode0
Relational Contrastive Learning and Masked Image Modeling for Scene Text RecognitionCode0
Scene Text Image Super-Resolution via Parallelly Contextual Attention NetworkCode0
TextBoxes++: A Single-Shot Oriented Scene Text DetectorCode0
Look Back Again: Dual Parallel Attention Network for Accurate and Robust Scene Text RecognitionCode0
Reading Scene Text in Deep Convolutional SequencesCode0
Scene Text Recognition using Higher Order Language PriorsCode0
Levenshtein OCRCode0
Bidirectional Scene Text Recognition with a Single DecoderCode0
KISS: Keeping It Simple for Scene Text RecognitionCode0
A Comprehensive Study on Deep Learning-based Methods for Sign Language RecognitionCode0
AON: Towards Arbitrarily-Oriented Text RecognitionCode0
Reading Between the Lanes: Text VideoQA on the RoadCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
ASTER: An Attentional Scene Text Recognizer with Flexible RectificationCode0
Improving Text Proposals for Scene Images with Fully Convolutional NetworksCode0
ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT)Code0
The First Swahili Language Scene Text Detection and Recognition DatasetCode0
Scene Text Telescope: Text-Focused Scene Image Super-ResolutionCode0
Pyramid Mask Text DetectorCode0
SEE: Towards Semi-Supervised End-to-End Scene Text RecognitionCode0
Total-Text: A Comprehensive Dataset for Scene Text Detection and RecognitionCode0
Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and BeyondCode0
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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