Accurate Differential Operators for Hybrid Neural Fields

Figure 1 . Noisy gradients in hybrid neural fields. Normal images of Blub the fish [42] (inset), using gradients queried from its hybrid neural SDF using automatic differentiation (AD) and our approach. Naively using AD gradients as surface normals leads to grainy artifacts, which our method alleviates.