Title :
A new upsampling method for mobile LiDAR data
Author :
Wang, Ruisheng ; Bach, Jeff ; Macfarlane, Jane ; Ferrie, Frank P.
Author_Institution :
NAVTEQ Corp., Chicago, IL, USA
Abstract :
We present a novel method to upsample mobile LiDAR data using panoramic images collected in urban environments. Our method differs from existing methods in the following aspects: First, we consider point visibility with respect to a given viewpoint, and use only visible points for interpolation; second, we present a multi-resolution depth map based visibility computation method; third, we present ray casting methods for upsampling mobile LiDAR data incorporating constraints from color information of spherical images. The experiments show the effectiveness of the proposed approach.
Keywords :
image colour analysis; image resolution; image sampling; interpolation; optical radar; radar imaging; ray tracing; visibility; multiresolution depth map-based visibility computation method; panoramic image; point visibility; ray casting method; spherical image color information; upsampling mobile LiDAR data; urban environment; Buildings; Cameras; Image color analysis; Image resolution; Interpolation; Laser radar; Three dimensional displays;
Conference_Titel :
Applications of Computer Vision (WACV), 2012 IEEE Workshop on
Conference_Location :
Breckenridge, CO
Print_ISBN :
978-1-4673-0233-3
Electronic_ISBN :
1550-5790
DOI :
10.1109/WACV.2012.6162998