A Comprehensive Survey of Image Augmentation Techniques for Deep Learning

• Published in: Pattern recognition Vol. 137; p. 109347
• Main Authors: Xu, Mingle, Yoon, Sook, Fuentes, Alvaro, Park, Dong Sun
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.05.2023
• Subjects: Computer vision; Data augmentation; Deep learning; Image augmentation; Image variation; Vicinity distribution; Deep learning; Computer vision; Data augmentation; Image augmentation; Image variation; Vicinity distribution

•We examine challenges and vicinity distribution to demonstrate the necessity of image augmentation for deep learning.•We present a comprehensive survey on image augmentation with a novel informative taxonomy that encompasses a wider range of algorithms.•We discuss the current situation and future d...