Implicit Neural Surface Deformation with Explicit Velocity Fields

Figure 1 : Given two point clouds P 0 and P 1 , our method predicts a time-varying neural implicit surface that represents a smooth and physically plausible deformation from P 0 to P 1 . To ensure physical plausibility, we utilize a velocity network that leverages smoothness and divergence-free constraints.