The pretraining domain outweighs the training objective in setting the privacy-utility trade-off of differentially private medical image analysis

Soroosh Tayebi Arasteh, Mina Farajiamiri, Mahshad Lotfinia +7

Differential privacy limits how much each training image can influence a medical imaging model but lowers its diagnostic accuracy. Pretrained weights reduce this loss. It is unknow…