Viviana Siless

DUDF: Differentiable Unsigned Distance Fields with Hyperbolic Scaling

In recent years there has been a growing interest in training Neural Networks to approximate Unsigned Distance Fields (UDFs) for representing open surfaces in the context of 3D reconstruction. However UDFs are non-differentiable at the zero level set which leads to significant errors in distances an…