• DocumentCode
    166273
  • Title

    Road extraction from airborne LiDAR data using SBF and CD-TIN

  • Author

    Narwade, Rohini Diliprao ; Musande, Vijaya

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Dr. Babasaheb Ambedkar Marathwada Univ., Aurangabad, India
  • fYear
    2014
  • fDate
    24-27 Sept. 2014
  • Firstpage
    1009
  • Lastpage
    1014
  • Abstract
    This paper proposes a method for automated road extraction from airborne Light Detection and Ranging (LiDAR) data. The method combines Segmentation Based Filtering (SBF) with Triangular Irregular Network-based segmentation to extract the road points. The method contains two major steps. Firstly, Segmentation Based Filtering (SBF) is applied to LiDAR data for initial segmentation of road regions. Here, region growing algorithm is applied after detecting outliers and subsequently, ground reference points are also identified using impainting with interpolation method. Secondly, road extracted by the SBF method is refined through the help of Constrained Delaunay Triangular Irregular Network based segmentation and then, road contour is extracted from road point image. For the experimental validation, the proposed and existing method is tested against ISPRS reference dataset. The experimental results showed that proposed method achieved that the completeness of the approach is 83.40 % and the correctness value is 83.02 % and the accuracy is 83.16%.
  • Keywords
    feature extraction; geophysical image processing; geophysical techniques; image segmentation; remote sensing by laser beam; Delaunay Triangular Irregular Network; ISPRS reference dataset; SBF method; airborne LiDAR data; automated road extraction; region growing algorithm; road contour; road region initial segmentation; segmentation based filtering; triangular irregular network-based segmentation; Data mining; Filtering; Image edge detection; Image segmentation; Laser radar; Remote sensing; Roads; Constrained Delaunay Triangular Irregular Network (CD-TIN) based segmentation; LiDAR data; Region growing; Remote sensing; Segmentation Based Filtering (SBF);
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference on
  • Conference_Location
    New Delhi
  • Print_ISBN
    978-1-4799-3078-4
  • Type

    conf

  • DOI
    10.1109/ICACCI.2014.6968515
  • Filename
    6968515