【论文】SolarRenderer: Few-Step Generative Reference Rendering

arXiv 2610.28630 · 22 人推荐 · 附代码 Enderfga/SolarRenderer（153 stars）。Game engines and coding agents can specify the layout, motion, and camera of a scene, yet turning such coarse structure into realistic video requires a renderer that follows the structure and completes the appearance it leaves open. Existing renderers are tied to the representation of one engine, need tens of denoising steps or a costly distillation of their own, and learn from conditions that are not aligned with their target videos. We present SolarRenderer, a structure-conditioned video rende