Structured 3D Latents Are Surprisingly Powerful: Unleashing Generalizable Style with 2D Diffusion

ArXi:2605.04412v1 Announce Type: new 3D asset generation plays a pivotal role in fields such as gaming and virtual reality, enabling the rapid synthesis of high-fidelity 3D objects from a single or multiple images. Building on this capability, enabling style-controllable generation naturally emerges as an important and desirable direction. However, existing approaches typically rely on style images that lie within or are similar to the