Evaluation of backdoor attacks and defenses to deep neural networks

• Main Author: Ooi, Ying Xuan
• Other Authors: Zhang Tianwei
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Cyber security; Neural network; Artificial intelligence; Backdoor attack; Backdoor defense
• Online Access: https://hdl.handle.net/10356/174938
• Institution: Nanyang Technological University

The proliferation of Artificial Intelligence in our daily lives has inevitably attracted the omnipresent threat of backdoor attacks in deep neural networks from adversary. This study aimed to enhance awareness on various notorious backdoor attacks and the defense practices by assessing the effective...