Recognition of Handwritten Mathematical Expressions Using Systems of Convolutional Neural Networks
Serdica Journal of Computing, Tome 17 (2024) no. 2, pp. 107-116
Cet article a éte moissonné depuis la source Bulgarian Digital Mathematics Library
Accurate recognition of handwritten mathematical expressions has proven difficult due to their two-dimensional structure. Various machine-learning techniques have previously been employed to transcribe handwritten math, including approaches based on convolutional neural networks (CNNs) and larger encoder/decoder-based models. In this work, we explore a CNN-based method for transcribing handwritten math expressions into the typesetting language known as LaTeX. This approach utilizes machine learning not only for classifying individual characters but also for extracting individual characters from handwritten inputs and determining what forms of two-dimensionality exist within the expression. This approach achieves significant reliability when recognizing common mathematical expressions.
Keywords:
Handwritten Mathematical Expression Recognition, Convolutional Neural Networks, Deep Learning
@article{SJC_2024_17_2_a0,
author = {Rowney, Tate and Iliev, Alexander I.},
title = {Recognition of {Handwritten} {Mathematical} {Expressions} {Using} {Systems} of {Convolutional} {Neural} {Networks}},
journal = {Serdica Journal of Computing},
pages = {107--116},
year = {2024},
volume = {17},
number = {2},
language = {en},
url = {http://geodesic.mathdoc.fr/item/SJC_2024_17_2_a0/}
}
TY - JOUR AU - Rowney, Tate AU - Iliev, Alexander I. TI - Recognition of Handwritten Mathematical Expressions Using Systems of Convolutional Neural Networks JO - Serdica Journal of Computing PY - 2024 SP - 107 EP - 116 VL - 17 IS - 2 UR - http://geodesic.mathdoc.fr/item/SJC_2024_17_2_a0/ LA - en ID - SJC_2024_17_2_a0 ER -
%0 Journal Article %A Rowney, Tate %A Iliev, Alexander I. %T Recognition of Handwritten Mathematical Expressions Using Systems of Convolutional Neural Networks %J Serdica Journal of Computing %D 2024 %P 107-116 %V 17 %N 2 %U http://geodesic.mathdoc.fr/item/SJC_2024_17_2_a0/ %G en %F SJC_2024_17_2_a0
Rowney, Tate; Iliev, Alexander I. Recognition of Handwritten Mathematical Expressions Using Systems of Convolutional Neural Networks. Serdica Journal of Computing, Tome 17 (2024) no. 2, pp. 107-116. http://geodesic.mathdoc.fr/item/SJC_2024_17_2_a0/