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
Parallel Scale-wise Attention Network for Effective Scene Text Recognition—0
Char-Net: A Character-Aware Neural Network for Distorted Scene Text Recognition—0
PingAn-VCGroup's Solution for ICDAR 2021 Competition on Scientific Table Image Recognition to Latex—0
Portmanteauing Features for Scene Text Recognition—0
Why You Should Try the Real Data for the Scene Text RecognitionCode0
A Comprehensive Study on Deep Learning-based Methods for Sign Language RecognitionCode0
A Feasible Framework for Arbitrary-Shaped Scene Text RecognitionCode0
A Multi-Object Rectified Attention Network for Scene Text RecognitionCode0
AON: Towards Arbitrarily-Oriented Text RecognitionCode0
A Holistic Representation Guided Attention Network for Scene Text RecognitionCode0
ASTER: An Attentional Scene Text Recognizer with Flexible RectificationCode0
Bidirectional Scene Text Recognition with a Single DecoderCode0
Boosting Semi-Supervised Scene Text Recognition via Viewing and SummarizingCode0
Connectionist Temporal Classification with Maximum Entropy RegularizationCode0
Context Perception Parallel Decoder for Scene Text RecognitionCode0
Revisiting Classification Perspective on Scene Text RecognitionCode0
Decoder Pre-Training with only Text for Scene Text RecognitionCode0
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and BeyondCode0
EventSTR: A Benchmark Dataset and Baselines for Event Stream based Scene Text RecognitionCode0
Focus-Enhanced Scene Text Recognition with Deformable ConvolutionsCode0
Focus on the Whole Character: Discriminative Character Modeling for Scene Text RecognitionCode0
FOTS: Fast Oriented Text Spotting with a Unified NetworkCode0
Geometric Perception based Efficient Text RecognitionCode0
ICDAR2019 Robust Reading Challenge on Arbitrary-Shaped Text (RRC-ArT)Code0
Improving Text Proposals for Scene Images with Fully Convolutional NetworksCode0
Instruction-Guided Scene Text RecognitionCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
KISS: Keeping It Simple for Scene Text RecognitionCode0
Levenshtein OCRCode0
LISTER: Neighbor Decoding for Length-Insensitive Scene Text RecognitionCode0
Look Back Again: Dual Parallel Attention Network for Accurate and Robust Scene Text RecognitionCode0
Masked and Permuted Implicit Context Learning for Scene Text RecognitionCode0
Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary ShapesCode0
MCTBench: Multimodal Cognition towards Text-Rich Visual Scenes BenchmarkCode0
MOoSE: Multi-Orientation Sharing Experts for Open-set Scene Text RecognitionCode0
Multi-Granularity Prediction for Scene Text RecognitionCode0
Multi-Granularity Prediction with Learnable Fusion for Scene Text RecognitionCode0
NRTR: A No-Recurrence Sequence-to-Sequence Model For Scene Text RecognitionCode0
On Recognizing Texts of Arbitrary Shapes with 2D Self-AttentionCode0
OTE: Exploring Accurate Scene Text Recognition Using One TokenCode0
Out of Length Text Recognition with Sub-String MatchingCode0
Pedestrian-Synthesis-GAN: Generating Pedestrian Data in Real Scene and BeyondCode0
Platypus: A Generalized Specialist Model for Reading Text in Various FormsCode0
Pyramid Mask Text DetectorCode0
Reading Between the Lanes: Text VideoQA on the RoadCode0
Reading Scene Text in Deep Convolutional SequencesCode0
Reciprocal Feature Learning via Explicit and Implicit Tasks in Scene Text RecognitionCode0
Relational Contrastive Learning and Masked Image Modeling for Scene Text RecognitionCode0
Representation and Correlation Enhanced Encoder-Decoder Framework for Scene Text RecognitionCode0
RewriteNet: Reliable Scene Text Editing with Implicit Decomposition of Text Contents and StylesCode0
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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