Geometry

Benchmarking, diagnosing, and fixing camera motion understanding in VideoLLMs. We release CameraMotionDataset and CameraMotionVQA, probe where camera cues are lost in the vision encoder, and inject geometry-derived motion primitives at inference — no fine-tuning required.

Mar 13, 2026