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About this paper

Yalda Foroutan, Daniel Rebain, Kwang Moo Yi, Andrea Tagliasacchi

The method initializes Gaussian Splatting with points sampled from a briefly trained NeRF, then can add NeRF-estimated depth guidance during training. On OMMO, NerfAcc initialization with depth guidance reaches 29.85 average test PSNR, versus 29.22 without guidance and 29.29 with COLMAP initialization. This supports depth guidance in this setup, not universal replacement of SfM or accurate camera poses.

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