ML Research Wiki / Benchmarks / Handwritten Text Recognition / IAM

IAM

Handwritten Text Recognition Benchmark

Performance Over Time

📊 Showing 16 results | 📏 Metric: CER

Top Performing Models

Rank Model Paper CER Date Code
1 DTrOCR 105M DTrOCR: Decoder-only Transformer for Optical Character Recognition 2.38 2023-08-30 📦 arvindrajan92/DTrOCR
2 Self-Attention + CTC + language model 📚 Rethinking Text Line Recognition Models 2.75 2021-04-15 -
3 TrOCR-large 558M TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models 2.89 2021-09-21 📦 huggingface/transformers 📦 microsoft/unilm 📦 oleehyo/texteller
4 Transformer + CNN 📚 Rethinking Text Line Recognition Models 2.96 2021-04-15 -
5 TrOCR-base 334M TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models 3.42 2021-09-21 📦 huggingface/transformers 📦 microsoft/unilm 📦 oleehyo/texteller
6 TrOCR-small 62M TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models 4.22 2021-09-21 📦 huggingface/transformers 📦 microsoft/unilm 📦 oleehyo/texteller
7 VAN End-to-end Handwritten Paragraph Text Recognition Using a Vertical Attention Network 4.32 2020-12-07 📦 FactoDeepLearning/VerticalAttentionOCR
8 Transformer w/ CNN (+synth) Pay Attention to What You Read: Non-recurrent Handwritten Text-Line Recognition 4.67 2020-05-26 -
9 HTR-VT(line-level) HTR-VT: Handwritten Text Recognition with Vision Transformer 4.70 2024-09-13 📦 yutingli0606/htr-vt 📦 mortezagolzan/Hand_Writing_Text_Extarction
10 Easter2.0 📚 Easter2.0: Improving convolutional models for handwritten text recognition 6.21 2022-05-30 📦 kartikgill/easter2

All Papers (16)

Rethinking Text Line Recognition Models

2021
Self-Attention + CTC + language model