Browsing Systems Design Engineering by Subject "representation learning"
Now showing items 1-3 of 3
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Out-of-Distribution Generalization of Gigapixel Image Representation
(University of Waterloo, 2023-08-18)This thesis addresses the significant challenge of improving the generalization capabilities of artificial deep neural networks in the classification of whole slide images (WSIs) in histopathology across different and ... -
Representation Learning for Image Search in Histopathology
(University of Waterloo, 2024-01-26)Advancements in the field of Machine Learning (ML) have shown significant promise in complementing the endeavors of healthcare professionals. However, the widespread acceptance and trust in clinical applications necessitate ... -
A Self-Supervised Contrastive Learning Approach for Whole Slide Image Representation in Digital Pathology
(University of Waterloo, 2022-05-16)Digital pathology has recently expanded the field of medical image processing for di- agnostic reasons. Whole slide images (WSIs) of histopathology are often accompanied by information on the location and type of diseases ...