Filtering of point clouds using fusion of three types of primitives including points, objects and key points

Cehui Xuebao/Acta Geodaetica et Cartographica Sinica

Volumn 45, Issue 11, 2016, Pages 1308-1317

  Lin, Xiangguo ^a   Zhang, Jixian ^a   Ning, Xiaogang ^a   Duan, Minyan ^a   Zang, Yi ^a  

^a CHINESE ACADEMY OF SURVEYING AND MAPPING   (China)

Author keywords

Filtering; LiDAR point cloud; Objects; Photogrammetric point cloud; Triangular irregular network

Indexed keywords

EFFICIENCY; FILTRATION; OPTICAL RADAR; PHOTOGRAMMETRY;

FILTERING METHOD; LIDAR POINT CLOUDS; OBJECTS; OMISSION ERRORS; POINT CLOUD; POINT CLOUD SEGMENTATION; PROCESSING UNITS; TRIANGULAR IRREGULAR NETWORKS;

DENSIFICATION;

DATA SET; ERROR ANALYSIS; LIDAR; NUMERICAL METHOD; PHOTOGRAMMETRY; SEGMENTATION; TRIANGULATED IRREGULAR NETWORK;

EID: 84999854447     PISSN: 10011595     EISSN: None     Source Type: Journal    
DOI: 10.11947/j.AGCS.2016.20160372     Document Type: Article

References (27)

1. HUANG Xianfeng, LI Hui, WANG Xiao, et al. Filter Algorithms of Airborne LiDAR Data: Review and Prospects[J]. Acta Geodaetica et Cartographica Sinica, 2009, 38(5): 466-469.
2. WANG Jingxue, ZHU Qing, WANG Weixi. A Dense Matching Algorithm of Multi-view Image Based on the Integrated Multiple Matching Primitives[J]. Acta Geodaetica et Cartographica Sinica, 2013, 42(5): 691-698.
3. ZHANG Xiaohong. Theories, Methods of Airborne LiDAR Technique[M]. Wuhan: Wuhan University Press, 2007.
4. SITHOLE G, VOSSELMAN G.Experimental Comparison of Filter Algorithms for Bare-earth Extraction from Airborne Laser Scanning Point Clouds[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2004, 59(1-2): 85-101.
5. MENG Xuelian, CURRIT N, ZHAO Kaiguang. Ground Filtering Algorithms for Airborne LiDAR Data: A Review of Critical Issues[J]. Remote Sensing, 2010, 2(3): 833-860.
6. AXELSSON P E. DEM Generation from Laser Scanner Data Using Adaptive TIN Models[J]. International Archives of Photogrammetry and Remote Sensing, 2000, 33: 110-117.
7. SUI Lichun, ZHANG Yibin, ZHANG Shuo, et al. Filtering of Airborne LiDAR Point Cloud Data Based on Progressive TIN[J]. Geomatics and Information Science of Wuhan University, 2011, 36(10): 1159-1163.
8. BRIESE C, PFEIFER N, DORNINGER P. Applications of the Robust Interpolation for DTM Determination[J]. International Archives of Photogrammetry and Remote Sensing, 2002, 34: 55-61.
9. SITHOLE G. Filtering of Laser Altimetry Data Using a Slope Adaptive Filter[J]. International Archives of Photogrammetry and Remote Sensing, 2001, 34: 203-210.
10. ZHANG Keqi, CHEN Shuching, WHITMAN D, et al. A Progressive Morphological Filter for Removing Nonground Measurements from Airborne LiDAR Data[J]. IEEE Transactions on Geoscience and Remote Sensing, 2003, 41(4): 872-882.
11. TÓVÁRI D, PFEIFER N. Segmentation Based Robust Interpolation-A New Approach to Laser Data Filtering[J]. International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, 2005, 36: 79-84.
12. ZHANG Jixian, LIN Xiangguo. Filtering Airborne LiDAR Data By Embedding Smoothness-constrained Segmentation in Progressive TIN Densification[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2013, 81: 44-59.
13. TANG Feifei, LIU Jingnan, ZHANG Xiaohong, et al. A Voxel-based Filtering Algorithm for DTM Data Extraction in Forest Areas[J]. Journal of Beijing Forestry University, 2009, 31(1): 55-59.
14. ZHENG Jitao, ZHANG Tao.Filtering of Airborne LiDAR Point Cloud Based on Variable Radius Circle and B-spline Fitting[J]. Acta Geodaetica et Cartographica Sinica, 2015, 44(12): 1359-1366. DOI: 10.11947/j.AGCS.2015.20140514.
15. FILIN S, PFEIFER N. Segmentation of Airborne Laser Scanning Data Using A Slope Adaptive Neighborhood[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2006, 60(2): 71-80.
16. LOHMANN P. Segmentation and Filtering of Laser Scanner Digital Surface Models[J]. International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, 2002, 34(Pt 3): 311-315.
17. CHEN Z, XU B, GAO B. An Image-segmentation-based Urban DTM Generation Method Using Airborne LiDAR Data[J]. IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing, 2016, 9(1): 496-506.
18. SITHOLE G, VOSSELMAN G. Filtering of Airborne Laser Scanner Data based on Segmented Point Clouds[J]. International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, 2005, 36: 66-71.
19. SHEN J, LIU J P, LIN X G, et al. Object-based Classification of Airborne Light Detection and Ranging Point Clouds in Human Settlements[J]. Sensor Letters, 2012, 10(1-2): 221-229.
20. YAN Menglong, BLASCHKE T, LIU Yu, et al. An Object-based Analysis Filtering Algorithm for Airborne Laser Scanning[J]. International Journal of Remote Sensing, 2012, 33(22): 7099-7116.
21. LIN Xiangguo, ZHANG Jixian. Segmentation-based Filtering of Airborne LiDAR Point Clouds By Progressive Densification of Terrain Segments[J]. Remote Sensing, 2014, 6(2): 1294-1326.
22. XU S, VOSSELMAN G, ELBERINK O S. Multiple-Entity Based Classification of Airborne Laser Scanning Data in Urban Areas[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 88: 1-15.
23. RABBANI T. Automatic Reconstruction of Industrial Installations Using Point Clouds and Images[D]. Delft, the Netherlands: Netherlands Commission of Geodesy, 2006.
24. ARYA S, MOUNT D M, NETANYAHU N S, et al. An Optimal Algorithm for Approximate Nearest Neighbor Searching Fixed Dimensions[J]. Journal of the ACM, 1998, 45(6): 891-923.
25. GUAN Yunlan, CHENG Xiaojun, SHI Guigang. A Robust Method for Fitting a Plane to Point Clouds[J]. Journal of Tongji University (Natural Science), 2008, 36(7): 981-984.
26. EDELSBRUNNER H, KIRKPATRICK D, SEIDEL R. On the Shape of A Set of Points in the Plane[J]. IEEE Transactions on Information Theory, 1983, 29(4): 551-559.
27. KANG Xiaochen, LIU Jiping, LIN Xiangguo. Parallel Filter of Progressive TIN Densification for Airborne LiDAR Point Cloud Using Multi-core CPU[J]. Acta Geodaetica et Cartographica Sinica, 2013, 42(3): 331-336.