Title :
Registration of multi-resolution point clouds from terrestrial laser scanners
Author :
Yan, Li ; Li, Zhen
Author_Institution :
Sch. of Geodesy & Geomatics, Wuhan Univ., Wuhan, China
Abstract :
Registration of point clouds from terrestrial laser scanners plays the key role in feature extraction, 3D object modeling and 3D scene classification. An automated registration algorithm of pair-wise point clouds is presented, which is based on multi-resolution data created from raw point clouds, using geometric properties and point to point improved adjustment method, iteratively calculates six transformation parameters. RANSAC algorithm is also used to get reliable corresponding points. Convergence region and rate of proposed point clouds registration algorithm have been tested on a variety of data sets. Quality analysis of registration method is tested by using check points.
Keywords :
convergence; feature extraction; image classification; image registration; optical scanners; 3D object modeling; 3D scene classification; RANSAC algorithm; automated registration algorithm; convergence region; feature extraction; multiresolution point clouds; point to point improved adjustment method; quality analysis; terrestrial laser scanners; Accuracy; Algorithm design and analysis; Buildings; Clouds; Convergence; Covariance matrix; Laser modes; geometric constraints; multi-resolution; point clouds; quality analysis; registration;
Conference_Titel :
Geoinformatics, 2010 18th International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-7301-4
DOI :
10.1109/GEOINFORMATICS.2010.5567839