CleaNeRF: Erasing Artifacts from Casually Captured NeRFs

Supplementary Material

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CleaNeRF dataset


We show training and evaluation videos from the 12 scenes of the CleaNeRF dataset. We hope this casual captured dataset that bridges the gap between current evaluation practice and the users requirements, will refocus the community's efforts.

CleaNeRF results


We compare CleaNeRF with our strong baselines:

  1. Nerfacto
  2. Nerfacto + Visibility Loss
  3. Nerfacto + Visibility Loss + Sparsity Loss
  4. Nerfacto + Visibility Loss + TV Loss
  5. Nerfacto + Visibility Loss + RegNeRF
on the 12 scenes from the CleaNeRF dataset.

Aleo

Art

Car

Century

Flowers

Garbage

Pipe

Plant

Roses

Table