JOURNAL ARTICLE

Semiautomated Extraction of Street Light Poles From Mobile LiDAR Point-Clouds

Yongtao YuJonathan LiHaiyan GuanCheng WangJun Yu

Year: 2014 Journal:   IEEE Transactions on Geoscience and Remote Sensing Vol: 53 (3)Pages: 1374-1386   Publisher: Institute of Electrical and Electronics Engineers

Abstract

This paper proposes a novel algorithm for extracting street light poles from vehicleborne mobile light detection and ranging (LiDAR) point-clouds. First, the algorithm rapidly detects curb-lines and segments a point-cloud into road and nonroad surface points based on trajectory data recorded by the integrated position and orientation system onboard the vehicle. Second, the algorithm accurately extracts street light poles from the segmented nonroad surface points using a novel pairwise 3-D shape context. The proposed algorithm is tested on a set of point-clouds acquired by a RIEGL VMX-450 mobile LiDAR system. The results show that road surfaces are correctly segmented, and street light poles are robustly extracted with a completeness exceeding 99%, a correctness exceeding 97%, and a quality exceeding 96%, thereby demonstrating the efficiency and feasibility of the proposed algorithm to segment road surfaces and extract street light poles from huge volumes of mobile LiDAR point-clouds.

Keywords:
Point cloud Lidar Ranging Computer science Computer vision Shape context Artificial intelligence Remote sensing Trajectory Context (archaeology) Geology Telecommunications Physics

Metrics

191
Cited By
12.83
FWCI (Field Weighted Citation Impact)
51
Refs
0.99
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Remote Sensing and LiDAR Applications
Physical Sciences →  Environmental Science →  Environmental Engineering
Autonomous Vehicle Technology and Safety
Physical Sciences →  Engineering →  Automotive Engineering
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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