CanoVerse: 3D Object Scalable Canonicalization and Dataset for Generation and Pose
The paper introduces CanoVerse, a massive dataset of 320K canonicalized 3D objects and a high-throughput framework that resolves directional ambiguity to significantly improve 3D generation stability, cross-modal retrieval, and zero-shot orientation estimation.