Surface parameterization in volumetric images for feature classification

被引:6
作者
Yarger, RWI [1 ]
Quek, FKH [1 ]
机构
[1] Wright State Univ, VIS Lab, Dayton, OH 45435 USA
来源
IEEE INTERNATIONAL SYMPOSIUM ON BIO-INFORMATICS AND BIOMEDICAL ENGINEERING, PROCEEDINGS | 2000年
关键词
D O I
10.1109/BIBE.2000.889621
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Curvature-based surface features are well suited for use in multimodal medical image registration. The accuracy of such feature-based registration techniques is dependent upon the reliability of the feature computation. The computation of curvature features requires second derivative information that is best obtained from a parametric surface representation. We present a method of explicitly parameterizing surfaces from volumetric data. Surfaces are extracted, without a global thresholding, using active contour models. A monge basis for each surface patch is estimated and used to transform the parch into local, or. parametric, coordinates. Surface patches are fit to a bicubic polynomial in local coordinates using least squares solved by singular value decomposition. We tested our method by reconstructing surfaces from the surface model and analytically computing gaussian and mean curvatures. The model was tested on analytical and medical data.
引用
收藏
页码:297 / 303
页数:7
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