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A list of all the posts and pages found on the site. For you robots out there is an XML version available for digesting as well.
Pages
Posts
Future Blog Post
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Blog Post number 4
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This is a sample blog post. Lorem ipsum I can’t remember the rest of lorem ipsum and don’t have an internet connection right now. Testing testing testing this blog post. Blog posts are cool.
Blog Post number 3
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Blog Post number 2
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Blog Post number 1
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portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
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publications
Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models
Published in ICML, 2024
Recent research shows that using a pre-trained vision-language model like CLIP to align a query image with finer text descriptions from a large language model enhances zero-shot performance. We find that these descriptions align better with local image areas rather than the whole image. To leverage this, we introduce weighted visual-text cross alignment (WCA), which uses localized visual prompting to identify and align these areas with the descriptions, creating a similarity matrix. Our score function, based on weighted similarities, significantly improves zero-shot performance, achieving results comparable to few-shot learning methods.
Recommended citation: Jinhao Li, Haopeng Li, Sarah Erfani, Lei Feng, James Bailey, and Feng Liu. (2024). "Visual-Text Cross Alignment: Refining the Similarity Score in Vision-Language Models." Proceedings of the International Conference on Machine Learning (ICML).
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talks
Talk 1 on Relevant Topic in Your Field
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Statistical Machine Learning, 2023 Semester 2
Master course, The University of Melbourne, Computing and Information Systems, 2023
Statistical Machine Learning, 2024 Semester 1
Master course, The University of Melbourne, Computing and Information Systems, 2024