Efficient 4D Latent Vector Set Diffusion for Robust Non-rigid Shape Reconstruction and Tracking

Motion2VecSets, a 4D diffusion model, explicitly learns the joint distribution of non-rigid object surfaces and temporal dynamics through an iterative denoising process of compressed latent vector sets, enabling robust reconstruction and tracking from sparse, noisy, or partial point cloud sequences.