Comparison of Different Image Data Augmentation Approaches

Convolutional neural networks (CNNs) have gained prominence in the research literature on image classification over the last decade. One shortcoming of CNNs, however, is their lack of generalizability and tendency to overfit when presented with small training sets. Augmentation directly confronts th...

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Bibliographic Details
Main Authors: Loris Nanni, Michelangelo Paci, Sheryl Brahnam, Alessandra Lumini
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:Journal of Imaging
Subjects:
Online Access:https://www.mdpi.com/2313-433X/7/12/254