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Deformable Neural Radiance Fields creates free-viewpoint portraits (nerfies) from casually captured videos.
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2026-02-23 15:04:09
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Isotropic3D: Image-to-3D Generation Based on a Single CLIP Embedding Isotropic3D: Image-to-3D Generation Based on a Single CLIP Embedding Anonymous Paper arXiv Code Data Abstract Encouraged by the growing availability of pre-trained 2D diffusion models, image-to-3D generation by leveraging Score Distillation Sampling (SDS) is making remarkable progress. Most existing methods combine novel-view lifting from 2D diffusion models which usually take the reference image as a condition meanwhile applying hard L2 image supervision at the reference view. Yet heavily adhering to the image is prone to corrupting the inductive knowledge of the 2D diffusion model leading to flat or distorted 3D generation frequently. In this work, we reexamine image-to-3D in a novel perspective and present Isotropic3D, an image-to-3D generation pipeline that takes only an image CLIP embedding as input. Isotropic3D allows the optimization to be isotropic w.r.t. the azimuth a...
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7 - keunhong.com, utkarshsinha.com, jonbarron.info, sofienbouaziz.com, danbgoldman.com, ricardomartinbrualla.com
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