V3D: Video Diffusion Models are Effective 3D Generators

arXiv:2403.06738v1 Announce Type: new
Abstract: Automatic 3D generation has recently attracted widespread attention. Recent methods have greatly accelerated the generation speed, but usually produce less-detailed objects due to limited model capacity or 3D data. Motivated by recent advancements in video diffusion models, we introduce V3D, which leverages the world simulation capacity of pre-trained video diffusion models to facilitate 3D generation. To fully unleash the potential of video diffusion to perceive the 3D world, we further introduce geometrical consistency prior and …

arxiv cs.cv diffusion diffusion models generators type video video diffusion