Automated Extraction of 3-D Railway Tracks from Mobile Laser Scanning Point Clouds

被引:68
作者
Yang, Bisheng [1 ]
Fang, Lina [1 ]
机构
[1] Wuhan Univ, State Key Lab Informat Engn Surveying Mapping & R, Wuhan 430079, Peoples R China
基金
美国国家科学基金会;
关键词
Intensity feature; mobile laser scanning (MLS); pattern recognition; scanning lines; track extraction; LIDAR DATA; STREET-SCENE; AIRBORNE; ENVIRONMENT; ALGORITHMS; OBJECTS; ROADS;
D O I
10.1109/JSTARS.2014.2312378
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The demand for automated railway tracks extraction is driven by the importance of maintaining and updating the fundamental geographic data of railway tracks for railway engineering. Mobile laser scanning (MLS), which is a promising technology for the rapid 3-D mapping of railways, provides a good means to capture details along the corridors, including tracks, clearance of overhanging wires, natural obstructions (e.g., trees and rock faces), and tunnel/bridge clearances. This paper presents an automated method to detect tracks from MLS point clouds. Both the geometry and intensity data of railway tracks are utilized to extract track points and to model tracks. Experiments were undertaken to evaluate the validity of the proposed method based on the test dataset captured by Optech's Lynx Mobile Mapper System, proving it a promising solution to extract 3-D tracks from MLS point clouds.
引用
收藏
页码:4750 / 4761
页数:12
相关论文
共 37 条
[1]  
Ahuja N., 2009, P TRANSP RES BOARD 8
[2]  
[Anonymous], 2012, THESIS U TWENTE ENSC
[3]  
[Anonymous], 2010, P 3DPVT
[4]   Data fusion of extremely high resolution aerial imagery and LiDAR data for automated railroad centre line reconstruction [J].
Beger, Reinhard ;
Gedrange, Claudia ;
Hecht, Robert ;
Neubert, Marco .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2011, 66 (06) :S40-S51
[5]   Extracting roads from dense point clouds in large scale urban environment [J].
Boyko, Aleksey ;
Funkhouser, Thomas .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2011, 66 (06) :S2-S12
[6]  
Briese C., 2006, P ISPRS S COMM 5 IM, V36, P1682
[7]  
Heipke C., 1997, INT ARCH PHOTOGRAMME, V32, P151
[8]   Retrieval algorithms for road surface modelling using laser-based mobile mapping [J].
Jaakkola, Anttoni ;
Hyyppa, Juha ;
Hyyppa, Hannu ;
Kukko, Antero .
SENSORS, 2008, 8 (09) :5238-5249
[9]   Delineating Individual Trees from Lidar Data: A Comparison of Vector- and Raster-based Segmentation Approaches [J].
Jakubowski, Marek K. ;
Li, Wenkai ;
Guo, Qinghua ;
Kelly, Maggi .
REMOTE SENSING, 2013, 5 (09) :4163-4186
[10]   Extraction of Vertical Walls from Mobile Laser Scanning Data for Solar Potential Assessment [J].
Jochem, Andreas ;
Hoefle, Bernhard ;
Rutzinger, Martin .
REMOTE SENSING, 2011, 3 (04) :650-667