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SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification

Published in arXiv (Cornell University) • May 6, 2021
NobleIDNI4P62W30R07S02
Authors:
Marvin Lerousseau
,
Maria Vakalopoulou
,
Éric Deutsch

Abstract

Multiple instance learning (MIL) is the preferred approach for whole slide image classification. However, most MIL approaches do not exploit the interdependencies of tiles extracted from a whole slide image, which could provide valuable cues for classification. This paper presents a novel MIL approa...

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