Trustworthiness and certified robustness for deep learning

• Main Author: Xia, Song
• Other Authors: Yap Kim Hui
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Electrical and electronic engineering
• Online Access: https://hdl.handle.net/10356/158769
• Institution: Nanyang Technological University

Though Deep Learning (DL) has shown its superiority in many complex computer vision tasks, in recent years, researchers found out that DL-based systems were extremely vulnerable to adversarial attacks. By adding small and human imperceptible corruptions to the original inputs, adversarial attacks wi...