SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

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Showing 151–200 of 269 papers

TitleStatusHype
Reading Ancient Coin Legends: Object Recognition vs. OCR—0
Enhancing Energy Minimization Framework for Scene Text Recognition with Top-Down Cues—0
TRIG: Transformer-Based Text Recognizer with Initial Embedding Guidance—0
Reading Chinese in Natural Scenes with a Bag-of-Radicals Prior—0
AdaDNNs: Adaptive Ensemble of Deep Neural Networks for Scene Text Recognition—0
Reading Scene Text with Attention Convolutional Sequence Modeling—0
Efficiently Leveraging Linguistic Priors for Scene Text Spotting—0
ReADS: A Rectified Attentional Double Supervised Network for Scene Text Recognition—0
Reciprocal Feature Learning via Explicit and Implicit Tasks in Scene Text Recognition—0
Recognition-Guided Diffusion Model for Scene Text Image Super-Resolution—0
Recurrent Calibration Network for Irregular Text Recognition—0
Refined Gate: A Simple and Effective Gating Mechanism for Recurrent Units—0
Region-based Discriminative Feature Pooling for Scene Text Recognition—0
Ultra Light OCR Competition Technical Report—0
Efficient and Accurate Scene Text Recognition with Cascaded-Transformers—0
Unconstrained Scene Text and Video Text Recognition for Arabic Script—0
Edit Probability for Scene Text Recognition—0
A Context-Driven Training-Free Network for Lightweight Scene Text Segmentation and Recognition—0
Using Human Psychophysics to Evaluate Generalization in Scene Text Recognition Models—0
Robust Scene Text Recognition Using Sparse Coding based Features—0
Utilizing Resource-Rich Language Datasets for End-to-End Scene Text Recognition in Resource-Poor Languages—0
Running Event Visualization using Videos from Multiple Cameras—0
SAFE: Scale Aware Feature Encoder for Scene Text Recognition—0
Variational Connectionist Temporal Classification—0
SCAN: Sliding Convolutional Attention Network for Scene Text Recognition—0
Double Supervised Network with Attention Mechanism for Scene Text Recognition—0
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and Beyond—0
Mixed Text Recognition with Efficient Parameter Fine-Tuning and Transformer—0
A CNN Based Scene Chinese Text Recognition Algorithm With Synthetic Data Engine—0
Scene Text Image Super-Resolution via Content Perceptual Loss and Criss-Cross Transformer Blocks—0
Scene Text Recognition from Two-Dimensional Perspective—0
DiffusionSTR: Diffusion Model for Scene Text Recognition—0
Vision-Language Adaptive Mutual Decoder for OOV-STR—0
Scene Text Recognition Using Part-Based Tree-Structured Character Detection—0
Scene Text Recognition via Transformer—0
Scene Text Recognition With Finer Grid Rectification—0
Scene Text recognition with Full Normalization—0
Scene Text Recognition with Image-Text Matching-guided Dictionary—0
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition—0
Scene Text Recognition with Semantics—0
Scene Text Recognition with Single-Point Decoding Network—0
Scene Text Recognition with Sliding Convolutional Character Models—0
Scene Text Recognition with Temporal Convolutional Encoder—0
Scene Text Synthesis for Efficient and Effective Deep Network Training—0
Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation—0
Deep Learning based Isolated Arabic Scene Character Recognition—0
Visual attention models for scene text recognition—0
SEE: Towards Semi-SupervisedEnd-to-End Scene Text Recognition—0
Decoupling Visual-Semantic Feature Learning for Robust Scene Text Recognition—0
Decoder Pre-Training with only Text for Scene Text Recognition—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