Towards unbiased, accurate and robust fine-tuning of zero-shot vision models

• Main Author: Zhu Beier
• Other Authors: Hanwang Zhang
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2024
• Subjects: Computer and Information Science
• Online Access: https://hdl.handle.net/10356/181746
• Institution: Nanyang Technological University

A foundational objective of machine learning is to create models that are (1) unbiased, ensuring fair predictions across different classes; (2) accurate, ex- celling in in-distribution (target) environments; and (3) robust, achieving high performance even under distribution shifts. Recently, vision...