Title :
Robust extraction of planar and quadric surfaces from range images
Author :
Gotardo, P.F.U. ; Boyer, K.L. ; Bellon, O.R.P. ; Silva, L.
Author_Institution :
Ohio State Univ., OH, USA
Abstract :
We present a new range image segmentation algorithm based on the extraction of planar and general quadric surfaces, which is of great relevance in man-made environments, built largely of low-order surfaces. We describe how our robust estimator can effectively reject erroneous surface hypotheses, while identifying points describing a general quadric surface, by means of an improved approximation to the true geometric distance between each point and the surface. We present thorough experimental results with quantitative evaluation against ground truth.
Keywords :
feature extraction; geometry; image segmentation; feature extraction; general quadric surface; geometric distance; image segmentation algorithm; planar surfaces; range images; Acceleration; Cost function; Data mining; Image edge detection; Image segmentation; Least squares approximation; Object recognition; Robustness; Rough surfaces; Surface roughness;
Conference_Titel :
Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
Print_ISBN :
0-7695-2128-2
DOI :
10.1109/ICPR.2004.1334099