SPN Dash - Fast Detection of Adversarial Attacks on Mobile via Sensor Pattern Noise Fingerprinting

A concerning weakness of deep neural networks is their susceptibility to adversarial attacks. While methods exist to detect these attacks, they incur significant drawbacks, ignoring external features which could aid in the task of attack detection. In this work, we propose SPN Dash, a method for det...

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Veröffentlicht in:	2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) S. 1 - 6
Hauptverfasser:	Nixon, Kent W., Mao, Jiachen, Shen, Juncheng, Yang, Huanrui, Li, Hai Helen, Chen, Yiran
Format:	Tagungsbericht
Sprache:	Englisch
Veröffentlicht:	ACM 01.11.2018
Schlagworte:	Detectors Feature extraction Image capture Image coding Image color analysis Image recognition Training
ISSN:	1558-2434
Online-Zugang:	Volltext
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