TY - CHAP
T1 - 3D object surface reconstruction using growing self-organised networks
AU - Alonso-Montes, Carmen
AU - Penedo, Manuel Francisco González
PY - 2004
Y1 - 2004
N2 - This paper studies the adaptation of growing self-organised neural networks for 3D object surface reconstruction. Nowadays, input devices and filtering techniques obtain 3D point positions from the object surface without connectivity information. Growing self-organised networks can obtain the implicit surface mesh by means of a clustering process over the input data space maintaining at the same time the spatial-topology relations. The influence of using additional point features (e.g. gradient direction) as well as the methodology characterized in this paper have been studied to improve the obtained surface mesh. Keywords: Neural networks, Self-organised networks, Growing cell structures, Growing neural gas, 3D surface reconstruction, Gradient direction
AB - This paper studies the adaptation of growing self-organised neural networks for 3D object surface reconstruction. Nowadays, input devices and filtering techniques obtain 3D point positions from the object surface without connectivity information. Growing self-organised networks can obtain the implicit surface mesh by means of a clustering process over the input data space maintaining at the same time the spatial-topology relations. The influence of using additional point features (e.g. gradient direction) as well as the methodology characterized in this paper have been studied to improve the obtained surface mesh. Keywords: Neural networks, Self-organised networks, Growing cell structures, Growing neural gas, 3D surface reconstruction, Gradient direction
UR - https://www.scopus.com/pages/publications/35048853587
U2 - 10.1007/978-3-540-30463-0_20
DO - 10.1007/978-3-540-30463-0_20
M3 - Chapter
AN - SCOPUS:35048853587
SN - 3540235272
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 163
EP - 170
BT - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
A2 - Sanfeliu, Alberto
A2 - Martinez-Trinidad, Jose Francisco
A2 - Carrasco-Ochoa, Jesus Ariel
PB - Springer Verlag
ER -