Title :
Nonlocal processing of 3D colored point clouds
Author :
Lozes, Francois ; Elmoataz, A. ; Lezoray, O.
Author_Institution :
ENSICAEN - Image Team, Univ. de Caen Basse-Normandie, Caen, France
Abstract :
In this paper we present a methodology for nonlocal processing of 3D colored point clouds using regularization of functions defined on weighted graphs. To adapt it to nonlocal processing of 3D data, a new definition of patches for 3D point clouds is introduced and used for nonlocal filtering of 3D data such as colored point clouds. Results illustrate the benefits of our nonlocal approach to filter noisy 3D colored point clouds (either on spatial or colorimetric information).
Keywords :
filtering theory; graph theory; image colour analysis; 3D colored point cloud nonlocal processing; 3D data nonlocal filtering; 3D data nonlocal processing; 3D point cloud patch; colorimetric information; function regularization; noisy 3D colored point cloud filtering; spatial information; weighted graphs; Color; Covariance matrix; Estimation; Noise measurement; Noise reduction; Topology; Vectors;
Conference_Titel :
Pattern Recognition (ICPR), 2012 21st International Conference on
Print_ISBN :
978-1-4673-2216-4