SOTAVerified

Scene Text Recognition

See Scene Text Detection for leaderboards in this task.

Papers

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Showing 201–250 of 269 papers

TitleStatusHype
Sequence to sequence learning for unconstrained scene text recognition—0
Sequential Visual and Semantic Consistency for Semi-supervised Text Recognition—0
SGBANet: Semantic GAN and Balanced Attention Network for Arbitrarily Oriented Scene Text Recognition—0
Sharp Attention for Sequence to Sequence Learning—0
Cursive Scene Text Analysis by Deep Convolutional Linear Pyramids—0
Revisiting Classification Perspective on Scene Text Recognition—0
Simultaneous Recognition of Horizontal and Vertical Text in Natural Images—0
Smart Library: Identifying Books in a Library using Richly Supervised Deep Scene Text Reading—0
Why You Should Try the Real Data for the Scene Text Recognition—0
Star-net: A spatial attention residue network for scene text recognition.—0
2D-CTC for Scene Text Recognition—0
Context Perception Parallel Decoder for Scene Text Recognition—0
STR-Cert: Robustness Certification for Deep Text Recognition on Deep Learning Pipelines and Vision Transformers—0
STRIDE : Scene Text Recognition In-Device—0
Strokelets: A Learned Multi-Scale Representation for Scene Text Recognition—0
Visual-Semantic Transformer for Scene Text Recognition—0
SVTRv2: CTC Beats Encoder-Decoder Models in Scene Text Recognition—0
Context-Aware Selective Label Smoothing for Calibrating Sequence Recognition Model—0
Symmetry-constrained Rectification Network for Scene Text Recognition—0
Synthetically Supervised Feature Learning for Scene Text Recognition—0
CMFN: Cross-Modal Fusion Network for Irregular Scene Text Recognition—0
CLIPTER: Looking at the Bigger Picture in Scene Text Recognition—0
Choose What You Need: Disentangled Representation Learning for Scene Text Recognition Removal and Editing—0
VL-Reader: Vision and Language Reconstructor is an Effective Scene Text Recognizer—0
Choose What You Need: Disentangled Representation Learning for Scene Text Recognition, Removal and Editing—0
Char-Net: A Character-Aware Neural Network for Distorted Scene Text Recognition—0
Text Image Generation for Low-Resource Languages with Dual Translation Learning—0
FACLSTM: ConvLSTM with Focused Attention for Scene Text Recognition—0
Text is Text, No Matter What: Unifying Text Recognition using Knowledge Distillation—0
Text Recognition in Real Scenarios with a Few Labeled Samples—0
Boosting High-Level Vision with Joint Compression Artifacts Reduction and Super-Resolution—0
TextScanner: Reading Characters in Order for Robust Scene Text Recognition—0
Billet Number Recognition Based on Test-Time Adaptation—0
Benchmarking Scene Text Recognition in Devanagari, Telugu and Malayalam—0
Weakly Supervised Scene Text Generation for Low-resource Languages—0
JSTR: Judgment Improves Scene Text Recognition—0
LEGO: Self-Supervised Representation Learning for Scene Text Images—0
Learning Surrogates via Deep Embedding—0
Towards Accurate Scene Text Recognition with Semantic Reasoning Networks—0
Instruction-Guided Scene Text Recognition—0
IndicSTR12: A Dataset for Indic Scene Text Recognition—0
LISTER: Neighbor Decoding for Length-Insensitive Scene Text Recognition—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
Improving Scene Text Recognition for Character-Level Long-Tailed Distribution—0
Lumos : Empowering Multimodal LLMs with Scene Text Recognition—0
What Machines See Is Not What They Get: Fooling Scene Text Recognition Models With Adversarial Text Images—0
Improving Long Handwritten Text Line Recognition with Convolutional Multi-way Associative Memory—0
Towards Open-Set Text Recognition via Label-to-Prototype Learning—0
IFR: Iterative Fusion Based Recognizer For Low Quality Scene Text Recognition—0
Augmented Transformers with Adaptive n-grams Embedding for Multilingual 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