Title :
Real-time surface meshing through HRBF networks
Author :
Borghese, N. Alberto ; Ferrari, Stefano ; Piuri, Vincenzo
Author_Institution :
Dept. of Comput. Sci., Milano Univ., Italy
Abstract :
A procedure for real-time 3D meshing reconstruction from sparse data is presented. The approach is based on hierarchical radial basis functions networks, which allow for an effective reconstruction of multi-scale surfaces. This model is extended to provide not only the continuous surface description, but also real-time operation. To this purpose, the HRBF network differential properties have been exploited to produce a denser mesh in regions where geometry is more detailed.
Keywords :
data structures; hierarchical systems; image reconstruction; radial basis function networks; real-time systems; 3D mesh; HRBF networks; hierarchical radial basis functions networks; multiscale surfaces reconstruction; real-time surface meshing; Clouds; Computational geometry; Computer science; Information technology; Neural networks; Radial basis function networks; Rough surfaces; Shape; Surface reconstruction; Surface roughness;
Conference_Titel :
Neural Networks, 2003. Proceedings of the International Joint Conference on
Print_ISBN :
0-7803-7898-9
DOI :
10.1109/IJCNN.2003.1223894
