Adversarial Attack Detection

Adversarial Attack Detection is a systematic method in imaging informatics security that identifies manipulated inputs designed to deceive machine learning models by distinguishing them from legitimate data through anomaly analysis in image-based model behavior.

837

Publications

49.7K

Citations

2.8K

Authors

782

Institutions

Publications per year

2017–2026

813

Parents

Imaging Informatics Security

Publications

837

Feature Squeezing: Detecting Adversarial Examples in Deep Neural Networks

Weilin Xu, David Evans, Yanjun Qi · 2018 · 1.9K citations · Full text

Computing, Computer Science, Computer Security +15

Adversarial attacks on medical machine learning

Samuel G. Finlayson, John D. Bowers, Joichi Ito et al. · Science · 2019 · 1K citations · Full text

Computing, Computer Science, Cybersecurity +8

BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain

Tianyu Gu, Brendan Dolan-Gavitt, Siddharth Garg · arXiv (Cornell University) · 2017 · 1K citations · Full text

Computing, Cloud Computing, Computer Science +17

A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks

Kimin Lee, Kibok Lee, Honglak Lee et al. · arXiv (Cornell University) · 2018 · 978 citations · Full text

Computing, Computer Science, Cybersecurity +15

Capsule-forensics: Using Capsule Networks to Detect Forged Images and Videos

Huy H. Nguyen, Junichi Yamagishi, Isao Echizen · 2019 · 845 citations · Full text

Computing, Computer Science, Cybersecurity +13

1–5 of 837

Authors

2.8K

GT
Guanhong Tao
Purdue University West Lafayette, United States
8 publications · 868 citations
8
h-index
MV
Mayank Vatsa
Indraprastha Institute of Information Technology Delhi, India
7 publications · 307 citations
7
h-index
RS
Richa Singh
Indraprastha Institute of Information Technology Delhi, India
7 publications · 307 citations
7
h-index
TG
Tom Goldstein
University of Maryland, College Park, United States
7 publications · 462 citations
7
h-index
AA
Akshay Agarwal
Indraprastha Institute of Information Technology Delhi, India
7 publications · 307 citations
7
h-index

1–5 of 2.8K

Institutions

782

1–8 of 782

Venues

arXiv (Cornell University)
Repository · 144 publications · 8K citations
40
h-index
Computers & Security
28 publications · 1.2K citations
21
h-index
IEEE Access
19 publications · 831 citations
17
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 19 publications · 975 citations
17
h-index
IEEE Transactions on Information Forensics and Security
14 publications · 505 citations
14
h-index

1–5