A viscosity-regularized Eikonal loss with annealed epsilon improves Neural SDF reconstruction and yields the first generalization bound for SDF learning.
LetΩ⊆R n be an open, bounded domain and letu: Ω→Rbe a sufficiently regular function
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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.