Learning Gradient Fields for Shape Generation

move points along a gradient field

• trained on predicted field and a “GT” field
• shape as a distribution of points, gaussian along the surface, predict the log-density of tat gaussian
  • weight points using temprature
  • hot -> cool
• generative model like generative NeRF