DNF: Unconditional 4D Generation with Dictionary-based Neural Fields

Initial shape 4D deforming shapes over time Figure 1. We propose DNF, a dictionary-based representation for the unconditional generation of 4D deforming shapes, with a transformerbased diffusion model. Our method is capable of generating motions with superior shape quality and temporal consistency.