A NEW FILTERING ALGORITHM FOR LIDAR DATA FUSED WITH IMAGE SEGMENTATION INFORMATION

被引:0
作者
Xu, Zhenghui [1 ]
Liu, Ling [1 ]
Liu, Xiaodong [1 ]
机构
[1] China Highway Engn Consulting Grp Co LTD, Beijing 100097, Peoples R China
来源
INTERNATIONAL SYMPOSIUM ON LIDAR AND RADAR MAPPING 2011: TECHNOLOGIES AND APPLICATIONS | 2011年 / 8286卷
关键词
LiDAR; Image Segment; Point Cloud Filtering;
D O I
10.1117/12.912808
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 traditional LiDAR Point Cloud filtering and classification algorithms are mostly based on the elevation information, which are difficult to distinguish bare-ground and non-ground point with this single data source. In this article, fused image information such is used in the filtering process. Through the image segmentation, each segmentation object are extracted with the shape and spectral information, then these vector space objects and point cloud are matched and the decision tree is set up based on topology relationship for filtering. In order to test the performance of the proposed algorithm, test area with thick buildings and roads were applied, which could achieve a better filtering effect.
引用
收藏
页数:9
相关论文
共 8 条
[1]  
[Anonymous], ISPRS J PHOTOGRAMMET, V62, P43
[2]  
Baatz M., 2000, ANGEW GEOGRAPHISCHE, P12
[3]   A comparison between photogrammetry and laser scanning [J].
Baltsavias, EP .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 1999, 54 (2-3) :83-94
[4]   Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information [J].
Benz, UC ;
Hofmann, P ;
Willhauck, G ;
Lingenfelder, I ;
Heynen, M .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2004, 58 (3-4) :239-258
[5]  
Elmqvist M., 2002, ISPRS International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, VXXXIV-3A, P114
[6]   Correction of laser scanning intensity data:: Data and model-driven approaches [J].
Hoefle, Bernhard ;
Pfeifer, Norbert .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2007, 62 (06) :415-433
[7]   Airborne laser scanning: Exploratory data analysis indicates potential variables for classification of individual trees or forest stands according to species [J].
Moffiet, T ;
Mengersen, K ;
Witte, C ;
King, R ;
Denham, R .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2005, 59 (05) :289-309
[8]  
Sithole G, 2005, LASER SCANNING 2005