Optical Character Recognition (OCR) on IAM

Metric: CER (lower is better)

LeaderboardDataset

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#	Model↕	CER▲	Augmentations	Paper	Date↕	Code
1	DTrOCR 105M	2.38	No	DTrOCR: Decoder-only Transformer for Optical Cha...	2023-08-30	Code
2	Self-Attention + CTC + language model	2.75	Yes	Rethinking Text Line Recognition Models	2021-04-15	-
3	TrOCR-large 558M	2.89	No	TrOCR: Transformer-based Optical Character Recog...	2021-09-21	Code
4	Transformer + CNN	2.96	Yes	Rethinking Text Line Recognition Models	2021-04-15	-
5	TrOCR-base 334M	3.42	No	TrOCR: Transformer-based Optical Character Recog...	2021-09-21	Code
6	TrOCR-small 62M	4.22	No	TrOCR: Transformer-based Optical Character Recog...	2021-09-21	Code
7	VAN	4.32	No	End-to-end Handwritten Paragraph Text Recognitio...	2020-12-07	Code
8	Transformer w/ CNN (+synth)	4.67	No	Pay Attention to What You Read: Non-recurrent Ha...	2020-05-26	-
9	HTR-VT(line-level)	4.7	No	HTR-VT: Handwritten Text Recognition with Vision...	2024-09-13	Code
10	Easter2.0	6.21	Yes	Easter2.0: Improving convolutional models for ha...	2022-05-30	Code
11	FPHR+Aug Paragraph Level (~145 dpi)	6.3	No	Full Page Handwriting Recognition via Image to S...	2021-03-11	Code
12	Decouple Attention Network	6.4	No	Decoupled Attention Network for Text Recognition	2019-12-21	Code
13	Start, Follow, Read	6.4	No	-	-	Code
14	FPHR+Aug Line Level (~145 dpi)	6.5	No	Full Page Handwriting Recognition via Image to S...	2021-03-11	Code
15	Leaky LP Cell	6.6	No	No Padding Please: Efficient Neural Handwriting ...	2019-02-28	Code
16	FPHR Paragraph Level (~145 dpi)	6.7	No	Full Page Handwriting Recognition via Image to S...	2021-03-11	Code
17	Transformer w/ CNN	7.62	No	Pay Attention to What You Read: Non-recurrent Ha...	2020-05-26	-