Transforming tabular data into images via enhanced spatial relationships for CNN processing

Abstract Convolutional neural networks (CNNs), renowned for their efficiency in image analysis, have revolutionized pattern and structure recognition in visual data. Despite their success in image-based applications, CNNs face challenges when applied to tabular data due to the lack of inherent spati...

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Bibliographic Details
Main Authors: Hameedah A. Alenizy, Jawad Berri
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-01568-0
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