METHOD AND DEVICE FOR DETECTING BOUNDARY OF ROAD IN 3D POINT CLOUD USING CASCADE CLASSIFIER

An embodiment device for detecting a boundary of a road in a 3D point cloud using a cascade classifier includes a rule-based classifier configured to determine whether a received LiDAR cluster has a likelihood of becoming a candidate for the boundary of the road using a box parameter surrounding a p...

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Bibliographische Detailangaben
Hauptverfasser: Park, Jong Won, Kim, Eun Tai, Jang, Won Je, Kim, Hyun Ju, Park, Min Seong, Hwang, Jin Kyu
Format: Patent
Sprache:eng
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Zusammenfassung:An embodiment device for detecting a boundary of a road in a 3D point cloud using a cascade classifier includes a rule-based classifier configured to determine whether a received LiDAR cluster has a likelihood of becoming a candidate for the boundary of the road using a box parameter surrounding a point cloud constituting the LiDAR cluster and a point parameter, and a learning-based classifier configured to apply a machine-learning scheme to the LiDAR cluster selected as the candidate for the boundary of the road by the rule-based classifier to determine the LiDAR cluster to be the boundary of the road or an object other than the boundary of the road.