Color-NeuraCrypt: Privacy-Preserving Color-Image Classification Using Extended Random Neural Networks. (arXiv:2301.04875v1 [cs.CR])

In recent years, with the development of cloud computing platforms,
privacy-preserving methods for deep learning have become an urgent problem.
NeuraCrypt is a private random neural network for privacy-preserving that
allows data owners to encrypt the medical data before the data uploading, and
data owners can train and then test their models in a cloud server with the
encrypted data directly. However, we point out that the performance of
NeuraCrypt is heavily degraded when using color images. In this paper, …

classification cloud cloud computing cloud computing platforms computing data deep learning development encrypt encrypted encrypted data medical medical data network networks neural network neural networks performance platforms point privacy private problem random server test train urgent