Yuanming Cao

LDP-Slicing: Local Differential Privacy for Images via Randomized Bit-Plane Slicing

Local Differential Privacy (LDP) is the gold standard trust model for privacy-preserving machine learning by guaranteeing privacy at the data source. However, its application to image data has long been considered impractical due to the high dimensionality of pixel space. Canonical LDP mechanisms ar