A Two-Stage Generative Adversarial Networks With Semantic Content Constraints for Adversarial Example Generation

Deep neural networks (DNNs) have achieved great success in various applications due to their strong expressive power. However, recent studies have shown that DNNs are vulnerable to adversarial examples, and these manipulated instances can mislead DNN into making false predictions. The existing metho...

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Bibliographic Details
Main Authors: Jianyi Liu, Yu Tian, Ru Zhang, Youqiang Sun, Chan Wang
Format: Article
Language:English
Published: IEEE 2020-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/9256206/