Investigating robustness of deep learning against adversarial examples

• Main Author: Chua, Shan Jing
• Other Authors: Jun Zhao
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2019
• Subjects: Engineering; Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/136558
• Institution: Nanyang Technological University

Deep learning has achieved many unprecedented performances in various fields, such as the field of Computer Vision. Deep neural networks have shown many impressive results in solving complex problems, yet, they are still vulnerable to adversarial attacks, which come in the form of subtle, often impe...