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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Vydané v:	2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) s. 1 - 6
Hlavní autori:	Nixon, Kent W., Mao, Jiachen, Shen, Juncheng, Yang, Huanrui, Li, Hai Helen, Chen, Yiran
Médium:	Konferenčný príspevok..
Jazyk:	English
Vydavateľské údaje:	ACM 01.11.2018
Predmet:	Detectors Feature extraction Image capture Image coding Image color analysis Image recognition Training
ISSN:	1558-2434
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