Browsing University of Waterloo by Subject "multiple instance learning"
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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 ... -
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 ...