UniForge3D: Joint 3D Reconstruction and Generation in a Shared Anchor-Guided Space
Uniforge3D is presented, which jointly models reconstruction and generation in a shared anchor-guided space, resolving their coordinate mismatch and achieves state-of-the-art appearance and geometry results on Toys4K and GSO, generating complete 3D assets with improved fidelity.