Yifei Zhan

Forget synthetic data – Unposed-to-3D learns to reconstruct realistic, simulation-ready 3D vehicles directly from real-world driving images.

MLLMs that ace simple traffic rules still struggle when multiple rules interact, especially when they conflict, revealing a critical gap in their ability to handle real-world driving complexity.