Efficient Differentially Private Synthetic Image Generation using Semantically-Aligned Pre-training

PRIVIMAGE, a novel method for efficiently generating differentially private synthetic images, leverages semantic-aware pre-training on a carefully selected subset of public data to achieve superior fidelity and utility compared to state-of-the-art approaches.