Geometry-Guided Camera Motion Understanding in VideoLLMs
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
