LiDAR Odometry

Estimating robot ego-motion by registering consecutive LiDAR scans using algorithms like ICP, NDT (Normal Distributions Transform), or learned methods (LOAM, LIO-SAM). LiDAR odometry provides accurate drift-free motion estimates in structured environments but can struggle in geometrically degenerate settings (long corridors, open spaces).