Adversarial examples detection through the sensitivity in space mappings

Adversarial examples (AEs) against deep neural networks (DNNs) raise wide concerns about the robustness of DNNs. Existing detection mechanisms are often limited to a given attack algorithm. Therefore, it is highly desirable to develop a robust detection approach that remains effective for a large gr...

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Bibliographic Details
Main Authors: Xurong Li, Shouling Ji, Juntao Ji, Zhenyu Ren, Chunming Wu, Bo Li, Ting Wang
Format: Article
Language:English
Published: Wiley 2020-08-01
Series:IET Computer Vision
Subjects:
Online Access:https://doi.org/10.1049/iet-cvi.2019.0378