A video diffusion backbone fine-tuned on 4M densely captioned 360-degree renderings generates spatially consistent multi-view images for 3D assets from image plus detailed text input.
Make-it-3d: High-fidelity 3d creation from a single image with diffusion prior
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Droplet3D: Commonsense Priors from Videos Facilitate 3D Generation
A video diffusion backbone fine-tuned on 4M densely captioned 360-degree renderings generates spatially consistent multi-view images for 3D assets from image plus detailed text input.