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
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);
Conference_Titel :
Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4799-3078-4
DOI :
10.1109/ICACCI.2014.6968515