Self supervised learning improves dMMR/MSI detection from histology slides across multiple cancers

no code implementations • MICCAI Workshop COMPAY 2021 • Charlie Saillard, Olivier Dehaene, Tanguy Marchand, Olivier Moindrot, Aurélie Kamoun, Benoit Schmauch, Simon Jegou

Prior deep learning models for MSI detection have relied on neural networks pretrained on ImageNet dataset, which does not contain any medical image.

Self-Supervised Learning

Federated Survival Analysis with Discrete-Time Cox Models

no code implementations • 16 Jun 2020 • Mathieu Andreux, Andre Manoel, Romuald Menuet, Charlie Saillard, Chloé Simpson

Building machine learning models from decentralized datasets located in different centers with federated learning (FL) is a promising approach to circumvent local data scarcity while preserving privacy.

Federated Learning Privacy Preserving +1