New Technique Smooths Out Wobbles in Single-Camera 3D Video

Lift4D reconciles frame-by-frame depth estimates—which individually suffer scale drift, flicker, and temporal breaks—into a coherent 4D representation. The method enables usable 3D scene reconstruction from standard smartphone footage, eliminating the need for multi-camera arrays or controlled studio environments. The approach remains unvalidated against diverse real-world conditions.