GimbalDiffusion: Gravity-Aware Camera Control for Video Generation

ArXi:2512.09112v2 Announce Type: replace Recent progress in text-to-video generation has achieved remarkable realism, yet fine-grained control over camera motion and orientation remains elusive, especially with extreme trajectories (e.g., a 180-degree turnaround, or looking directly up or down). Existing approaches typically encode camera trajectories using relative or ambiguous representations, limiting precise geometric control and offering limited for large rotations. We