DocumentCode
2418648
Title
Point cloud segmentation with LIDAR reflection intensity behavior
Author
Tatoglu, A. ; Pochiraju, Kishore
Author_Institution
Dept. of Mech. Eng., Stevens Inst. of Technol., Hoboken, NJ, USA
fYear
2012
fDate
14-18 May 2012
Firstpage
786
Lastpage
790
Abstract
Light Detection and Ranging (LIDAR) scans are increasingly being used for 3D map construction and reverse engineering. The utility and benefit of the processed data maybe enhanced if the objects and geometry of the area scanned can be segmented and labeled. In this paper, we present techniques to model the intensity of the laser reflection return from a point during LIDAR scanning to determine diffuse and specular reflection properties of the scanned surface. Using several illumination models, the reflection properties of the surface are characterized by Lambertian diffuse reflection model and Blinn-Phong, Gaussian and Beckmann specular models. Experimental set up with eight different surfaces with varied textures and glossiness enabled measurement of algorithm performance. Examples of point cloud segmentation with the presented approach are presented.
Keywords
Gaussian processes; cartography; geophysical techniques; image segmentation; optical radar; optical scanners; reverse engineering; 3D map construction; Beckmann specular models; Blinn-Phong models; Gaussian models; LIDAR reflection intensity behavior; LIDAR scanning; Lambertian diffuse reflection model; algorithm performance; glossiness enabled measurement; illumination models; laser reflection return; light detection and ranging scans; point cloud segmentation; reverse engineering; scanned surface; specular reflection properties; Artificial intelligence; Laser radar; Materials; Navigation;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Automation (ICRA), 2012 IEEE International Conference on
Conference_Location
Saint Paul, MN
ISSN
1050-4729
Print_ISBN
978-1-4673-1403-9
Electronic_ISBN
1050-4729
Type
conf
DOI
10.1109/ICRA.2012.6225224
Filename
6225224
Link To Document