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个人简介
My research focuses on computational pathology, for the development of scalable, explainable and annotation-efficient computer-aided diagnosis tools and the discovery of novel biomarkers. My main contribution is to have explored the paradgim of graphs for modeling histology images, by representing biological entities, (e.g., nuclei, tissue regions) as nodes, entity-entity interactions as edges. I am also the main contributor of HistoCartography, a Python library to ease the development of computational pathology and graph analytics tools.
I have published in top-tier computer vision and machine learning conferences (e.g., CVPR, MICCAI), and journals (e.g., Medical Image Analysis), with numerous Best Paper Awards obtained in conference workshops (e.g., ICML workshop in Computational Biology). I have also organised several workshops (e.g., Applied Machine Learning Days), and given 10+ talks in top-tier universities and university hospitals (e.g., Charité Berlin Hospital, University Hospital of Zurich, University Hospital of Lausanne).
I have published in top-tier computer vision and machine learning conferences (e.g., CVPR, MICCAI), and journals (e.g., Medical Image Analysis), with numerous Best Paper Awards obtained in conference workshops (e.g., ICML workshop in Computational Biology). I have also organised several workshops (e.g., Applied Machine Learning Days), and given 10+ talks in top-tier universities and university hospitals (e.g., Charité Berlin Hospital, University Hospital of Zurich, University Hospital of Lausanne).
研究兴趣
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Nature Medicineno. 3 (2024): 863-874
Richard J. Chen,Tong Ding,Ming Y. Lu,Drew F. K. Williamson,Guillaume Jaume,Andrew H. Song,Bowen Chen,Andrew Zhang, Daniel Shao,Muhammad Shaban,Mane Williams, Lukas Oldenburg,
Nature Medicineno. 3 (2024): 850-862
Guillaume Jaume, Lukas Oldenburg,Anurag Vaidya,Richard J. Chen,Drew F. K. Williamson, Thomas Peeters,Andrew Song,Faisal Mahmood
CVPR 2024 (2024)
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Guillaume Jaume, Paul Doucet, Andrew H. Song, Ming Y. Lu, Cristina Almagro-Pérez, Sophia J. Wagner, Anurag J. Vaidya, Richard J. Chen, Drew F. K. Williamson, Ahrong Kim,Faisal Mahmood
arxiv(2024)
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CoRRpp.1-4, (2023)
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