← Search

Maria Gabrani

2 accepted papers

2022

Differentiable Zooming for Multiple Instance Learning on Whole-Slide Images

ECCV 2022poster

"Multiple Instance Learning (MIL) methods have become increasingly popular for classifying gigapixel-sized Whole-Slide Images (WSIs) in digital pathology. Most MIL methods operate at a single WSI magnification, by processing all the tissue patches. Such a formulation induces high computational requi…

2021

Quantifying Explainers of Graph Neural Networks in Computational Pathology

CVPR 2021poster

Explainability of deep learning methods is imperative to facilitate their clinical adoption in digital pathology. However, popular deep learning methods and explainability techniques (explainers) based on pixel-wise processing disregard biological entities' notion, thus complicating comprehension by…

Cited by 107PDFcodeScholar