ControlFlow3D: Distilling Multi-View Knowledge into Latent Flow Matching for Point Cloud Upsampling
ControlFlow3D is proposed, a framework that distills knowledge from pretrained foundation models into a lightweight generation network during training, enabling strong performance without multi-view images available at test time, and performs conditional flow matching in a structured latent space defined by a frozen 3D...