Abstract: Highlights•A method based on the fusion of the local and global descriptors is proposed.•A coarse-to-fine hierarchical recognition strategy is designed.•The proposed method is loosely coupled with the SLAM framework.•A comprehensive evaluation is conducted on datasets of different scales.•It is shown that a good initial value can provide point cloud registration.
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