In the sequential registration stage, the 2D laser point cloud and the 3D RGB-D point cloud are matched by the CSM method; in the loop detection stage, the 3D point cloud is described by the descriptor, and the 2D laser is matched by the 3D descriptor to further verify the loopback Accuracy.
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