Trustworthiness and certified robustness for deep learning

• المؤلف الرئيسي: Xia, Song
• مؤلفون آخرون: Yap Kim Hui
• التنسيق: Thesis-Master by Coursework
• اللغة: English
• منشور في: Nanyang Technological University 2022
• الموضوعات: Engineering::Electrical and electronic engineering
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/158769
• المؤسسة: 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...