arXiv cs.AIPaper
Video Generative Models as Geometry Learner
Reusing video models for geometry is clever, and the joint-estimation framing is cleaner than training separate depth and normal models. But this is an application paper with limited novelty: it's essentially prompt-engineering a video model. Relevant if you're building 3D tooling, marginal otherwise.