MVD$^2$: Efficient Multiview 3D Reconstruction for Multiview Diffusion

arXiv:2402.14253v1 Announce Type: new
Abstract: As a promising 3D generation technique, multiview diffusion (MVD) has received a lot of attention due to its advantages in terms of generalizability, quality, and efficiency. By finetuning pretrained large image diffusion models with 3D data, the MVD methods first generate multiple views of a 3D object based on an image or text prompt and then reconstruct 3D shapes with multiview 3D reconstruction. However, the sparse views and inconsistent details in the generated images make …

3d object 3d reconstruction abstract advantages arxiv attention cs.cv cs.gr data diffusion diffusion models efficiency finetuning generate image image diffusion multiple quality terms type