Density-aware NeRF Ensembles: Quantifying Predictive Uncertainty in Neural Radiance Fields

Niko Sünderhauf, Jad Abou-Chakra, Dimity Miller

We show that ensembling effectively quantifies model uncertainty in Neural Radiance Fields (NeRFs) if a density-aware epistemic uncertainty term is considered. The naive ensembles…