TY - GEN
T1 - DeepSearch
T2 - 28th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering, ESEC/FSE 2020
AU - Zhang, Fuyuan
AU - Chowdhury, Sankalan Pal
AU - Christakis, Maria
N1 - Publisher Copyright:
© 2020 Owner/Author.
PY - 2020/11/8
Y1 - 2020/11/8
N2 - Although deep neural networks have been very successful in image-classification tasks, they are prone to adversarial attacks. To generate adversarial inputs, there has emerged a wide variety of techniques, such as black- and whitebox attacks for neural networks. In this paper, we present DeepSearch, a novel fuzzing-based, query-efficient, blackbox attack for image classifiers. Despite its simplicity, DeepSearch is shown to be more effective in finding adversarial inputs than state-of-the-art blackbox approaches. DeepSearch is additionally able to generate the most subtle adversarial inputs in comparison to these approaches.
AB - Although deep neural networks have been very successful in image-classification tasks, they are prone to adversarial attacks. To generate adversarial inputs, there has emerged a wide variety of techniques, such as black- and whitebox attacks for neural networks. In this paper, we present DeepSearch, a novel fuzzing-based, query-efficient, blackbox attack for image classifiers. Despite its simplicity, DeepSearch is shown to be more effective in finding adversarial inputs than state-of-the-art blackbox approaches. DeepSearch is additionally able to generate the most subtle adversarial inputs in comparison to these approaches.
UR - http://www.scopus.com/inward/record.url?scp=85097154371&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85097154371&partnerID=8YFLogxK
U2 - 10.1145/3368089.3409750
DO - 10.1145/3368089.3409750
M3 - Conference contribution
AN - SCOPUS:85097154371
T3 - ESEC/FSE 2020 - Proceedings of the 28th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering
SP - 800
EP - 812
BT - ESEC/FSE 2020 - Proceedings of the 28th ACM Joint Meeting European Software Engineering Conference and Symposium on the Foundations of Software Engineering
A2 - Devanbu, Prem
A2 - Cohen, Myra
A2 - Zimmermann, Thomas
PB - Association for Computing Machinery, Inc
Y2 - 8 November 2020 through 13 November 2020
ER -