Title :
Fast axis estimation from a segment of rotationally symmetric object
Author :
Han, Dongjin ; Cooper, David B. ; Hahn, Hern-soo
Author_Institution :
ITRC, Soongsil Univ., Seoul, South Korea
Abstract :
This paper proposes a new method for estimating the symmetric axis of a pottery from its small fragment using surface geometry. For the automatic assembly of broken sherds, the axis estimation is an important measure [2]. When a fragment is small, it is difficult to estimate axis orientation since it looks like a patch of a sphere and conventional methods mostly fail, but the proposed method provides reliable axis estimation by using multiple constraints. The computational cost is also much lowered. To estimate the symmetric axis, the proposed algorithm uses three constraints: (1) the curvature is constant on a circumference CH. (2) the curvature is invariant in any scale. (3) also the principal curvatures does not vary on CH. CH is a planar circle which is one of all the possible circumferences of a pottery or sherd. A hypothesis test for axis is performed using maximum likelihood. The variance of curvature, multi-scale curvature and principal curvatures are computed in the likelihood function. We also show that the principal curvatures can be used for grouping of sherds. The grouping of sherds will reduce the computation significantly by omitting impossible configurations in pottery assembly.
Keywords :
archaeology; curve fitting; image segmentation; maximum likelihood estimation; pottery; automatic assembly; broken sherd; computational cost; curvature variance; likelihood function; maximum likelihood; multiscale curvature; pottery assembly; principal curvature; rotationally symmetric object segmentation; surface geometry; symmetric axis estimation; Assembly; Face; Histograms; Maximum likelihood estimation; Shape; Vectors;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2012 IEEE Conference on
Conference_Location :
Providence, RI
Print_ISBN :
978-1-4673-1226-4
Electronic_ISBN :
1063-6919
DOI :
10.1109/CVPR.2012.6247796