Rail surface defect data enhancement method based on improved ACGAN

Rail surface defect data enhancement method based on improved ACGAN

Rail surface defects present a significant safety concern in railway operations. However, the scarcity of data poses challenges for employing deep learning in defect detection. This study proposes an enhanced ACGAN augmentation method to address these issues. Residual blocks mitigate vanishing gradi...

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Bibliographic Details
Main Authors: He Zhendong, Gao Xiangyang, Liu Zhiyuan, An Xiaoyu, Zheng Anping
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-04-01
Series:Frontiers in Neurorobotics
Subjects:
ACGAN
data enhancement
residual block
spectral norm regularization
gradient punishment
Online Access:https://www.frontiersin.org/articles/10.3389/fnbot.2024.1397369/full

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