ML Research Wiki / Benchmarks / Scene Text Recognition / ICDAR 2003

ICDAR 2003

Scene Text Recognition Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 Yet Another Text Recognizer Why You Should Try the Real Data for the Scene Text Recognition 97.10 2021-07-29 📦 openvinotoolkit/training_extensions
2 SIGA_T Self-supervised Implicit Glyph Attention for Text Recognition 97.00 2022-03-07 📦 tongkunguan/siga
3 SATRN On Recognizing Texts of Arbitrary Shapes with 2D Self-Attention 96.70 2019-10-10 📦 Media-Smart/vedastr 📦 clovaai/SATRN
4 DAN Decoupled Attention Network for Text Recognition 95.00 2019-12-21 📦 topdu/openocr 📦 Canjie-Luo/Scene-Text-Image-Transformer 📦 Canjie-Luo/Text-Image-Augmentation 📦 Wang-Tianwei/Decoupled-attention-network 📦 wanglibing727/DAN_pytorch
5 SAFL SAFL: A Self-Attention Scene Text Recognizer with Focal Loss 95.00 2022-01-01 📦 ICMLA-SAFL/SAFL_pytorch
6 CSTR Revisiting Classification Perspective on Scene Text Recognition 94.80 2021-02-22 📦 Media-Smart/vedastr
7 Baek et al. What Is Wrong With Scene Text Recognition Model Comparisons? Dataset and Model Analysis 94.40 2019-04-03 📦 clovaai/deep-text-recognition-benchmark 📦 roatienza/deep-text-recognition-benchmark 📦 mindspore-ai/models
8 ViTSTR Vision Transformer for Fast and Efficient Scene Text Recognition 94.30 2021-05-18 📦 PaddlePaddle/PaddleOCR 📦 roatienza/deep-text-recognition-benchmark 📦 Eom-taeseon/CV_SceneTextRecognition
9 AON AON: Towards Arbitrarily-Oriented Text Recognition 91.50 2017-11-12 📦 huizhang0110/AON
10 RARE Robust Scene Text Recognition with Automatic Rectification 90.10 2016-03-12 📦 PaddlePaddle/PaddleOCR 📦 WarBean/tps_stn_pytorch 📦 Media-Smart/vedastr 📦 mindspore-lab/mindocr 📦 iwyoo/tf_thinplatespline

All Papers (11)

openvinotoolkit/training_extensions
tongkunguan/siga
Media-Smart/vedastr clovaai/SATRN
topdu/openocr Canjie-Luo/Scene-Text-Image-Transformer
ICMLA-SAFL/SAFL_pytorch
Media-Smart/vedastr
clovaai/deep-text-recognition-benchmark roatienza/deep-text-recognition-benchmark
PaddlePaddle/PaddleOCR roatienza/deep-text-recognition-benchmark Eom-taeseon/CV_SceneTextRecognition
huizhang0110/AON
PaddlePaddle/PaddleOCR WarBean/tps_stn_pytorch
PaddlePaddle/PaddleOCR JaidedAI/EasyOCR