A viscosity-regularized Eikonal loss with annealed epsilon improves Neural SDF reconstruction and yields the first generalization bound for SDF learning.
A.2 MATHEMATICALPROOFS Letu 1, u2 be viscosity solutions of∥∇u∥ 2 =f 1,∥∇u∥ 2 =f 2, respectively
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ViscoReg: Neural Signed Distance Functions via Viscosity Solutions
A viscosity-regularized Eikonal loss with annealed epsilon improves Neural SDF reconstruction and yields the first generalization bound for SDF learning.