Jia-Kai Lin

Semantic Privacy Protection with Utility Preservation for 3D Point Clouds

Experiments on classification and segmentation benchmarks show that the proposed method achieves controllable semantic transformation, effectively reduces original-class semantic leakage, preserves downstream learnability in the protected domain, and supports reliable authorized reconstruction.