White-box Membership Attack Against Machine Learning Based Retinopathy Classification. (arXiv:2206.03584v1 [cs.CR])

The advances in machine learning (ML) have greatly improved AI-based
diagnosis aid systems in medical imaging. However, being based on collecting
medical data specific to individuals induces several security issues,
especially in terms of privacy. Even though the owner of the images like a
hospital put in place strict privacy protection provisions at the level of its
information system, the model trained over his images still holds disclosure
potential. The trained model may be accessible to an attacker as: 1) …

attack box classification machine machine learning