CamDistill matches direct geometric feature injection for temporally grounded, compositional camera-motion recognition while removing the 3D teacher at inference, and CamChoreo provides the first real-video benchmark for this task.
Per-class difficulty and the long tail.Figure 9 reports frame-level F1 for all 20 direction-aware labels
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Temporally Grounded Compositional Camera Motion Understanding via Geometric Knowledge Distillation
CamDistill matches direct geometric feature injection for temporally grounded, compositional camera-motion recognition while removing the 3D teacher at inference, and CamChoreo provides the first real-video benchmark for this task.