An analysis of adversarial algorithm techniques in image recognition and their countermeasures

• Main Author: Tan, Alastair Song Xin
• Other Authors: Kong Wai-Kin Adams
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2021
• Subjects: Engineering::Computer science and engineering
• Online Access: https://hdl.handle.net/10356/153433
• Institution: Nanyang Technological University

The ability of neural network models to generalise and identify unseen data allows for neural networks to operate outside of what it has been trained on, but makes it vulnerable to data samples altered in human imperceptible ways to produce incorrect predictions. This project aims to experimentally...