Privacy-preserving Deep Learning for Medical Image Classification
Privacy Preserving Deep Learning for Medical Image Classification to detect chest pneumonia in chest X-ray images.
Uses TF-Encrypted to implement Secure Multiparty Computation (SMPC) and Differential Privacy. SMPC helps to provide secure predictions and Differential Privacy is used to enhance privacy.
The implementation of the project can be found here.
The base model is a VGG16 model which is made secure and privacy-preserving.