Browsing Systems Design Engineering by Subject "histopathology"
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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 ... -
Set Representation Learning: A Framework for Learning Gigapixel Images
(University of Waterloo, 2021-09-13)In Machine Learning, we often encounter data as a set of instances such Point Clouds (set of x,y, and z coordinates), patches from gigapixel images (Digital Pathology, Satellite Imagery, Astronomical Images, etc.), Weakly ...