Defence on unrestricted adversarial examples

• Main Author: Chan, Jarod Yan Cheng
• Other Authors: Jun Zhao
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/149008
• Institution: Nanyang Technological University

Deep neural networks in image classification have gained popularity in recent years, and as such, have also become the target of attacks. Adversarial samples are inputs crafted to fool neural networks into misclassification. They come in two forms: one is created by adding specific perturbatio...