Data Stealing Attack on Medical Images: Is it Safe to Export Networks from Data Lakes?

Huiyu Li, Nicholas Ayache, Hervé Delingette

In privacy-preserving machine learning, it is common that the owner of the learned model does not have any physical access to the data. Instead, only a secured remote access to a d…