SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

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Showing 101–150 of 269 papers

TitleStatusHype
Out of Length Text Recognition with Sub-String MatchingCode0
Focus on the Whole Character: Discriminative Character Modeling for Scene Text RecognitionCode0
The First Swahili Language Scene Text Detection and Recognition DatasetCode0
HAAP: Vision-context Hierarchical Attention Autoregressive with Adaptive Permutation for Scene Text Recognition—0
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
Open-Vocabulary Scene Text Recognition via Pseudo-Image Labeling and Margin Loss—0
IndicSTR12: A Dataset for Indic Scene Text Recognition—0
Efficiently Leveraging Linguistic Priors for Scene Text Spotting—0
Sequential Visual and Semantic Consistency for Semi-supervised Text Recognition—0
Lumos : Empowering Multimodal LLMs with Scene Text Recognition—0
Instruction-Guided Scene Text RecognitionCode0
CMFN: Cross-Modal Fusion Network for Irregular Scene Text Recognition—0
Choose What You Need: Disentangled Representation Learning for Scene Text Recognition Removal and Editing—0
OTE: Exploring Accurate Scene Text Recognition Using One TokenCode0
IPAD: Iterative, Parallel, and Diffusion-based Network for Scene Text RecognitionCode0
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
DocXChain: A Powerful Open-Source Toolchain for Document Parsing and BeyondCode0
Towards Large-scale Building Attribute Mapping using Crowdsourced Images: Scene Text Recognition on Flickr and Problems to be SolvedCode0
LISTER: Neighbor Decoding for Length-Insensitive Scene Text RecognitionCode0
Multi-Granularity Prediction with Learnable Fusion for Scene Text RecognitionCode0
Context Perception Parallel Decoder for Scene Text RecognitionCode0
Reading Between the Lanes: Text VideoQA on the RoadCode0
DiffusionSTR: Diffusion Model for Scene Text Recognition—0
Weakly Supervised Scene Text Generation for Low-resource Languages—0
Masked and Permuted Implicit Context Learning for Scene Text RecognitionCode0
Scene Text Recognition with Image-Text Matching-guided Dictionary—0
Improving Scene Text Recognition for Character-Level Long-Tailed Distribution—0
Context-Aware Selective Label Smoothing for Calibrating Sequence Recognition Model—0
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition—0
Augmented Transformers with Adaptive n-grams Embedding for Multilingual Scene Text Recognition—0
Geometric Perception based Efficient Text RecognitionCode0
CLIPTER: Looking at the Bigger Picture in Scene Text Recognition—0
Portmanteauing Features for Scene Text Recognition—0
Pure Transformer with Integrated Experts for Scene Text Recognition—0
Scene Text Recognition with Semantics—0
Scene Text Image Super-Resolution via Content Perceptual Loss and Criss-Cross Transformer Blocks—0
Reading Chinese in Natural Scenes with a Bag-of-Radicals Prior—0
Out-of-Vocabulary Challenge Report—0
Multi-Granularity Prediction for Scene Text RecognitionCode0
Levenshtein OCRCode0
Scene Text Recognition with Single-Point Decoding Network—0
Vision-Language Adaptive Mutual Decoder for OOV-STR—0
1st Place Solution to ECCV 2022 Challenge on Out of Vocabulary Scene Text Understanding: End-to-End Recognition of Out of Vocabulary Words—0
Optimal Boxes: Boosting End-to-End Scene Text Recognition by Adjusting Annotated Bounding Boxes via Reinforcement Learning—0
SGBANet: Semantic GAN and Balanced Attention Network for Arbitrarily Oriented Scene Text Recognition—0
SVTR: Scene Text Recognition with a Single Visual ModelCode0
Towards Open-Set Text Recognition via Label-to-Prototype Learning—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