Adversarial attacks and defenses for visual signals

• Main Author: Cheng, Yupeng
• Other Authors: Lin Shang-Wei
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2023
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/164772
• Institution: Nanyang Technological University

Since AlexNet won the 2012 ILSVRC championship, deep neural networks (DNNs) play an increasingly important role in many fields of computer vision research, such as image and video classification and salient object detection (SOD). However, in recent work, it was shown that a small purposeful perturb...