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

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...

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