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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Bibliographic Details

Published in:	2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) pp. 1 - 6
Main Authors:	Nixon, Kent W., Mao, Jiachen, Shen, Juncheng, Yang, Huanrui, Li, Hai Helen, Chen, Yiran
Format:	Conference Proceeding
Language:	English
Published:	ACM 01.11.2018
Subjects:	Detectors Feature extraction Image capture Image coding Image color analysis Image recognition Training
ISSN:	1558-2434
Online Access:	Get full text
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