We propose a multi-view cross-domain diffusion scheme, which operates on two distinct domains to generate multi-view consistent normal maps and color images.

We propose that the distribution of 3d assets can be modeled as a joint distribution of its corresponding 2d multi-view normal maps and corresponding images.

Diffusion models [22, 52] are first proposed to gradually recover images from a specifically designed degradation process

In this work, we introduce Wonder3D, a novel method for efficiently generating high-fidelity textured meshes from single-view images.