Neural Unsigned Distance Fields for Implicit Function Learning

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from signed distance field to un-signed DF

  • model inner structure
  • model curves and manifolds: non-closed shapes
  • encoder+decoder
    • sparse pc -> neural field
    • neural field(xyz) -> distance
    • clamping faraway points: focus on surface
  • sampling: randomly scatter points, project to surface