MathWriting: A Dataset For Handwritten Mathematical Expression Recognition

30 May 2024 (modified: 13 Nov 2024)Submitted to NeurIPS 2024 Track Datasets and BenchmarksEveryoneRevisionsBibTeXCC BY-NC-SA 4.0
Keywords: mathematical expression recognition, online handwriting recognition, digital ink
TL;DR: We publish the largest online handwritten mathematical expression dataset to date called MathWriting.
Abstract: Recognition of handwritten mathematical expressions allows to transfer scientific notes into their digital form. It facilitates the sharing, searching, and preservation of scientific information. We introduce MathWriting, the largest online handwritten mathematical expression dataset to date. It consists of 230k human-written samples and an additional 400k synthetic ones. This dataset can also be used in its rendered form for offline HME recognition. One MathWriting sample consists of a formula written on a touch screen and a corresponding LaTeX expression. We also provide a normalized version of LaTeX expression to simplify the recognition task and enhance the result quality. We provide baseline performance of standard models like OCR and CTC Transformer as well as Vision-Language Models like PaLI on the dataset. The dataset together with an example colab is accessible on Github.
Submission Number: 2155
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