Niki Amini-Naieni*

Instant Uncertainty Calibration of NeRFs Using a Meta-Calibrator

"Neural Radiance Fields (NeRFs) have markedly improved novel view synthesis, but accurate uncertainty quantification in their image predictions remains an open problem. The prevailing methods for estimating uncertainty, including the state-of-the-art Density-aware NeRF Ensembles (DANE) [?], quantify…