31 citations · 50 across the 8 of their papers we have counts for
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cs.CV2022★ 2 cited
ParticleNeRF: A Particle-Based Encoding for Online Neural Radiance Fields
Jad Abou-Chakra, Feras Dayoub, Niko Sünderhauf
While existing Neural Radiance Fields (NeRFs) for dynamic scenes are offline methods with an emphasis on visual fidelity, our paper addresses the online use case that prioritises r…
cs.CV2022★ 7 cited
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…