Adversarial Learning of Cancer Tissue Representations

Adalberto Claudio Quiros, Nicolas Coudray, Anna Yeaton, Wisuwat Sunhem, Roderick Murray-Smith, Aristotelis Tsirigos, Ke Yuan

Published: 2021, Last Modified: 01 Mar 2026MICCAI (8) 2021EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Deep learning based analysis of histopathology images shows promise in advancing the understanding of tumor progression, tumor micro-environment, and their underpinning biological processes. So far, these approaches have focused on extracting information associated with annotations. In this work, we ask how much information can be learned from the tissue architecture itself.
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