Deep Learning-based mitosis detection in breast cancer histologic samples

no code implementations • 2 Sep 2021 • Michel Halmes, Hippolyte Heuberger, Sylvain Berlemont

This is the submission for mitosis detection in the context of the MIDOG 2021 challenge.

Mitosis Detection

Improving Interpretability for Computer-aided Diagnosis tools on Whole Slide Imaging with Multiple Instance Learning and Gradient-based Explanations

no code implementations • 29 Sep 2020 • Antoine Pirovano, Hippolyte Heuberger, Sylvain Berlemont, Saïd Ladjal, Isabelle Bloch

We formalize the design of WSI classification architectures and propose a piece-wise interpretability approach, relying on gradient-based methods, feature visualization and multiple instance learning context.

Classification General Classification +2