DualFlow: Generating imperceptible adversarial examples by flow field and normalize flow-based model

Recent adversarial attack research reveals the vulnerability of learning-based deep learning models (DNN) against well-designed perturbations. However, most existing attack methods have inherent limitations in image quality as they rely on a relatively loose noise budget, i.e., limit the perturbatio...

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Bibliographic Details
Main Authors: Renyang Liu, Xin Jin, Dongting Hu, Jinhong Zhang, Yuanyu Wang, Jin Zhang, Wei Zhou
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Neurorobotics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnbot.2023.1129720/full