Disposable-key-based image encryption for collaborative learning of Vision Transformer

Rei Aso, Sayaka Shiota, Hitoshi Kiya

We propose a novel method for securely training the vision transformer (ViT) with sensitive data shared from multiple clients similar to privacy-preserving federated learning. In t…