Beyond attention: deriving biologically interpretable insights from weakly-supervised multiple-instance learning models

no code implementations • 7 Sep 2023 • Willem Bonnaffé, CRUK ICGC Prostate Group, Freddie Hamdy, Yang Hu, Ian Mills, Jens Rittscher, Clare Verrill, Dan J. Woodcock

Recent advances in attention-based multiple instance learning (MIL) have improved our insights into the tissue regions that models rely on to make predictions in digital pathology.

Multiple Instance Learning