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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Format: | Thesis-Doctor of Philosophy |
Language: | English |
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Nanyang Technological University
2024
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Online Access: | https://hdl.handle.net/10356/181746 |
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Institution: | Nanyang Technological University |
Language: | English |