OmniCam: Geometry-Grounded Autoregressive Camera Trajectory Generation

OmniCam generates camera pose sequences from a single panorama and text descriptions using a geometry-grounded pose token learning approach. It utilizes a panoramic point-cloud encoder and hybrid tokenization to ensure temporal consistency and target-aware framing.