Zhi-Min Zhang

Sparse-view 3D reconstruction now generates its own reliable supervision from limited geometry and 2D priors, overcoming the limitations of traditional reprojection errors and heuristic density control.

Motion transfer can now succeed across vastly different object categories, achieving state-of-the-art fidelity without relying on fixed structural correspondences.

AI's integration into the Innovative Ecosystem could redefine economic collaboration, but it also faces significant challenges that must be addressed for sustainable growth.

OmniDirector achieves unprecedented control over camera motion in video generation, enabling director-level precision without relying on scarce cross-paired data.