A Generative and Discriminative PointNet Model for Unordered Point Sets

GDPNet, a single network that can simultaneously classify and generate point clouds, retains the strong discriminative power of modern PointNet classifiers while generating high-quality point cloud samples rivaling state-of-the-art generative approaches.