notesum.ai

Published at December 6

Perturb-and-Revise: Flexible 3D Editing with Generative Trajectories

cs.CV

Released Date: December 6, 2024

Authors: Susung Hong¹, Johanna Karras¹, Ricardo Martin-Brualla², Ira Kemelmacher-Shlizerman¹

Aff.: ¹University of Washington; ²Google Research

Arxiv: http://arxiv.org/pdf/2412.05279v1

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Metric	Score Distillation [42]	Posterior Distillation [25]	Instruct-NeRF2NeRF [8]	Perturb-and-Revise (Ours)
CLIP-Dir-Sim ${}_{\textrm{ViT-B/32}}$ ↑	0.0480	0.0287	0.0583	0.0594
CLIP-Dir-Sim ${}_{\textrm{ViT-B/16}}$ ↑	0.0418	0.0304	0.0549	0.0534
CLIP-Dir-Sim ${}_{\textrm{ViT-L/14}}$ ↑	0.0415	0.0264	0.0539	0.0567
CLIP-Dir-Sim ${}_{\textrm{averaged}}$ ↑	0.0438	0.0285	0.0557	0.0565
LPIPS ${}_{\textrm{vgg}}$ ↓	0.1273	0.0337	0.1065	0.1060
LPIPS ${}_{\textrm{alex}}$ ↓	0.1533	0.0215	0.1112	0.1034