Source-free Domain Adaptation Requires Penalized Diversity

no code implementations • 6 Apr 2023 • Laya Rafiee Sevyeri, Ivaxi Sheth, Farhood Farahnak, Alexandre See, Samira Ebrahimi Kahou, Thomas Fevens, Mohammad Havaei

In addition, PD is augmented with a weighted MI maximization objective for label distribution shift.

Image Classification Source-Free Domain Adaptation +1

Application of Homomorphic Encryption in Medical Imaging

no code implementations • 12 Oct 2021 • Francis Dutil, Alexandre See, Lisa Di Jorio, Florent Chandelier

In this technical report, we explore the use of homomorphic encryption (HE) in the context of training and predicting with deep learning (DL) models to deliver strict \textit{Privacy by Design} services, and to enforce a zero-trust model of data governance.

Federated Learning