Privacy-Preserving Deep Learning Model for Covid-19 Disease Detection. (arXiv:2209.04445v1 [eess.IV])

Recent studies demonstrated that X-ray radiography showed higher accuracy
than Polymerase Chain Reaction (PCR) testing for COVID-19 detection. Therefore,
applying deep learning models to X-rays and radiography images increases the
speed and accuracy of determining COVID-19 cases. However, due to Health
Insurance Portability and Accountability (HIPAA) compliance, the hospitals were
unwilling to share patient data due to privacy concerns. To maintain privacy,
we propose differential private deep learning models to secure the patients'
private information. The dataset from the Kaggle …

covid deep learning detection privacy