VGGT-CD decouples cross-temporal registration from dynamic changes using VGGT reconstructions, achieving 44% and 59% lower Absolute Trajectory Error outdoors and indoors on an 11-scene benchmark while running over 6 times faster.
PGN3DCD: Prior-Knowledge-Guided Network for Urban 3-D Point Cloud Change Detection
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VGGT-CD: Training-Free Robust Registration for 3D Change Detection
VGGT-CD decouples cross-temporal registration from dynamic changes using VGGT reconstructions, achieving 44% and 59% lower Absolute Trajectory Error outdoors and indoors on an 11-scene benchmark while running over 6 times faster.