IAM

IAM Handwriting

Dataset Information
Languages
Thai
Introduced
2018
Homepage

Overview

The IAM database contains 13,353 images of handwritten lines of text created by 657 writers. The texts those writers transcribed are from the Lancaster-Oslo/Bergen Corpus of British English. It includes contributions from 657 writers making a total of 1,539 handwritten pages comprising of 115,320 words and is categorized as part of modern collection. The database is labeled at the sentence, line, and word levels.

Source: Measuring Human Perception to Improve Handwritten Document Transcription
Image Source: https://fki.tic.heia-fr.ch/databases/iam-handwriting-database

Variants: IAM

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Handwritten Text Recognition HTR-VT(line-level) HTR-VT: Handwritten Text Recognition with … 2024-09-13
Handwritten Text Recognition DTrOCR 105M DTrOCR: Decoder-only Transformer for Optical … 2023-08-30
Handwritten Text Recognition Easter2.0 Easter2.0: Improving convolutional models for … 2022-05-30
Handwritten Text Recognition TrOCR-base 334M TrOCR: Transformer-based Optical Character Recognition … 2021-09-21
Handwritten Text Recognition TrOCR-small 62M TrOCR: Transformer-based Optical Character Recognition … 2021-09-21
Handwritten Text Recognition TrOCR-large 558M TrOCR: Transformer-based Optical Character Recognition … 2021-09-21
Handwritten Text Recognition Self-Attention + CTC + language model Rethinking Text Line Recognition Models 2021-04-15
Handwritten Text Recognition Transformer + CNN Rethinking Text Line Recognition Models 2021-04-15
Handwritten Text Recognition FPHR+Aug Line Level (~145 dpi) Full Page Handwriting Recognition via … 2021-03-11
Handwritten Text Recognition FPHR Paragraph Level (~145 dpi) Full Page Handwriting Recognition via … 2021-03-11
Handwritten Text Recognition FPHR+Aug Paragraph Level (~145 dpi) Full Page Handwriting Recognition via … 2021-03-11
Handwritten Text Recognition VAN End-to-end Handwritten Paragraph Text Recognition … 2020-12-07
Handwritten Text Recognition Transformer w/ CNN Pay Attention to What You … 2020-05-26
Handwritten Text Recognition Transformer w/ CNN (+synth) Pay Attention to What You … 2020-05-26
Handwritten Text Recognition Decouple Attention Network Decoupled Attention Network for Text … 2019-12-21
Handwritten Text Recognition Leaky LP Cell No Padding Please: Efficient Neural … 2019-02-28

Research Papers

Recent papers with results on this dataset: