Untargeted White-box Adversarial Attack with Heuristic Defence Methods in Real-time Deep Learning based Network Intrusion Detection System

Authors: Roshan, Khushnaseeb, Zafar, Aasim, Haque, Sheikh Burhan Ul

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2310.03334

A fuzzy-based frame transformation to mitigate the impact of adversarial attacks in deep learning-based real-time video surveillance systems

Authors: Haque, Sheikh Burhan Ul

Source: In Applied Soft Computing December 2024 167 Part C

Robust Medical Diagnosis: A Novel Two-Phase Deep Learning Framework for Adversarial Proof Disease Detection in Radiology Images.

Authors: haque, Sheikh Burhan ul¹, sbuhaque@myamu.ac.in, Zafar, Aasim¹

Source: Journal of Digital Imaging; Feb2024, Vol. 37 Issue 1, p308-338, 31p

Threats to medical diagnosis systems: analyzing targeted adversarial attacks in deep learning-based COVID-19 diagnosis.

Authors: Haque, Sheikh Burhan Ul¹ (AUTHOR) sheikh.burhan@bennett.edu.in, Zafar, Aasim² (AUTHOR) azafar.cs@amu.ac.in, Haq, Sheikh Riyaz Ul³ (AUTHOR) riyaz.csegnitc@gniindia.org, Haque, Sheikh Moeen Ul¹ (AUTHOR) sheikh.haque@bennett.edu.in, Ahmad, Mohassin⁴ (AUTHOR) mohassin@gniindia.org, Roshan, Khushnaseeb² (AUTHOR)

Source: Soft Computing - A Fusion of Foundations, Methodologies & Applications. Feb2025, Vol. 29 Issue 3, p1879-1896. 18p.

Subject Terms: *MACHINE learning, *DEEP learning, *COVID-19 testing, *ARTIFICIAL intelligence, *IMAGE analysis