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
An End-to-End Trainable Neural Network for Image-based Sequence Recognition and Its Application to Scene Text RecognitionCode4
TextSSR: Diffusion-based Data Synthesis for Scene Text RecognitionCode2
A General Framework for Jersey Number Recognition in Sports VideoCode2
Text Image Inpainting via Global Structure-Guided Diffusion ModelsCode2
An Empirical Study of Scaling Law for Scene Text RecognitionCode2
Chinese Text Recognition with A Pre-Trained CLIP-Like Model Through Image-IDS AligningCode2
Orientation-Independent Chinese Text Recognition in Scene ImagesCode2
DTrOCR: Decoder-only Transformer for Optical Character RecognitionCode2
Revisiting Scene Text Recognition: A Data PerspectiveCode2
Scene Text Recognition with Permuted Autoregressive Sequence ModelsCode2
GIT: A Generative Image-to-text Transformer for Vision and LanguageCode2
Linguistics-aware Masked Image Modeling for Self-supervised Scene Text RecognitionCode1
Ocean-OCR: Towards General OCR Application via a Vision-Language ModelCode1
Stratified Domain Adaptation: A Progressive Self-Training Approach for Scene Text RecognitionCode1
Scene-Text Grounding for Text-Based Video Question AnsweringCode1
Self-Supervised Pre-training with Symmetric Superimposition Modeling for Scene Text RecognitionCode1
Efficient scene text image super-resolution with semantic guidanceCode1
Class-Aware Mask-Guided Feature Refinement for Scene Text RecognitionCode1
SVIPTR: Fast and Efficient Scene Text Recognition with Vision Permutable ExtractorCode1
An Empirical Study of Scaling Law for OCRCode1
Cross-Lingual Learning in Multilingual Scene Text RecognitionCode1
Multi-modal In-Context Learning Makes an Ego-evolving Scene Text RecognizerCode1
Scene Text Image Super-resolution based on Text-conditional Diffusion ModelsCode1
Exploring OCR Capabilities of GPT-4V(ision) : A Quantitative and In-depth EvaluationCode1
Scene Text Recognition Models Explainability Using Local FeaturesCode1
Symmetrical Linguistic Feature Distillation with CLIP for Scene Text RecognitionCode1
Show Me the World in My Language: Establishing the First Baseline for Scene-Text to Scene-Text TranslationCode1
Relational Contrastive Learning for Scene Text RecognitionCode1
Towards Robust Scene Text Image Super-resolution via Explicit Location EnhancementCode1
Looking and Listening: Audio Guided Text RecognitionCode1
MRN: Multiplexed Routing Network for Incremental Multilingual Text RecognitionCode1
CLIP4STR: A Simple Baseline for Scene Text Recognition with Pre-trained Vision-Language ModelCode1
Linguistic More: Taking a Further Step toward Efficient and Accurate Scene Text RecognitionCode1
TPS++: Attention-Enhanced Thin-Plate Spline for Scene Text RecognitionCode1
B-Spline Texture Coefficients Estimator for Screen Content Image Super-ResolutionCode1
ABINet++: Autonomous, Bidirectional and Iterative Language Modeling for Scene Text SpottingCode1
Masked Vision-Language Transformers for Scene Text RecognitionCode1
Self-supervised Character-to-Character Distillation for Text RecognitionCode1
Toward Understanding WordArt: Corner-Guided Transformer for Scene Text RecognitionCode1
Reading and Writing: Discriminative and Generative Modeling for Self-Supervised Text RecognitionCode1
Multimodal Semi-Supervised Learning for Text RecognitionCode1
Pushing the Performance Limit of Scene Text Recognizer without Human AnnotationCode1
IterVM: Iterative Vision Modeling Module for Scene Text RecognitionCode1
SimAN: Exploring Self-Supervised Representation Learning of Scene Text via Similarity-Aware NormalizationCode1
Training Protocol Matters: Towards Accurate Scene Text Recognition via Training Protocol SearchingCode1
Text-DIAE: A Self-Supervised Degradation Invariant Autoencoders for Text Recognition and Document EnhancementCode1
Self-supervised Implicit Glyph Attention for Text RecognitionCode1
On the Cross-dataset Generalization in License Plate RecognitionCode1
Visual Semantics Allow for Textual Reasoning Better in Scene Text RecognitionCode1
Text Gestalt: Stroke-Aware Scene Text Image Super-ResolutionCode1
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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