Surface-bounded growth modeling applied to human mandibles

被引:72
|
作者
Andresen, P [1 ]
Bookstein, FL
Conradsen, K
Ersboll, BK
Marsh, JL
Kreiborg, S
机构
[1] Tech Univ Denmark, Dept Math Modeling, Sect Image Anal, DK-2800 Lyngby, Denmark
[2] Univ Michigan, Inst Gerontol, Ann Arbor, MI 48109 USA
[3] Washington Univ, Sch Med, Dept Surg, Div Plast & Reconstruct Surg, St Louis, MO 63110 USA
[4] Univ Copenhagen, Dept Pediat Dent, DK-2200 Copenhagen, Denmark
关键词
geometry-constrained diffusion; morphometrics; nonrigid shape-preserving registration; principal component analysis; Procrustes analysis; semilandmarks;
D O I
10.1109/42.896780
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
From a set of longitudinal three-dimensional scans of the same anatomical structure, we have accurately modeled the temporal shape and size changes using a linear shape model. On a total of 31 computed tomography scans of the mandible from six patients, 14851 semilandmarks are found automatically using shape features and a new algorithm called geometry-constrained diffusion. The semilandmarks are mapped into Procrustes space. Principal component analysis extracts a one-dimensional subspace, which is used to construct a linear growth model, The worst case mean modeling error in a cross validation study is 3.7 mm.
引用
收藏
页码:1053 / 1063
页数:11
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