Bayesian Neural Radiance Fields: Quantifying Uncertainty in 3D Scene Representation

The core message of this paper is to introduce the Bayesian Neural Radiance Field (NeRF) method, which explicitly quantifies uncertainty in geometric volume structures without the need for additional networks, making it adept for challenging observations and uncontrolled images.