Towards robust deep learning models against corruptions

• Main Author: Yi, Chenyu
• Other Authors: Alex Chichung Kot
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science; Engineering; Robust machine learning
• Online Access: https://hdl.handle.net/10356/173647
• Institution: Nanyang Technological University

This thesis focuses on the crucial challenge of enhancing the resilience of deep learn- ing models against natural corruptions. Although deep learning models have the potential to bring about significant advancements in various fields, they are susceptible to failure when faced with scenarios that d...