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生理点配准的颅面局部形态关系建模

贺毅岳 马自萍 高妮 耿国华

计算机工程与应用2016,Vol.52Issue(13):19-24,54,7.
计算机工程与应用2016,Vol.52Issue(13):19-24,54,7.DOI:10.3778/j.issn.1002-8331.1508-0208

生理点配准的颅面局部形态关系建模

Local craniofacial morphological relationship modeling based on physiologi-cal registration of vertices.

贺毅岳 1马自萍 2高妮 3耿国华2

作者信息

  • 1. 西北大学 经济管理学院,西安 710069
  • 2. 西北大学 信息科学与技术学院,西安 710069
  • 3. 北方民族大学 数学与信息科学学院,银川 750021
  • 折叠

摘要

Abstract

In order to improve the modeling accuracy of morphological relationship between skull and face, a local mor-phological relationship modeling method based on physiological registration of vertices is proposed. According to the cor-respondences of feature points, craniofacial models are preliminarily registered by using Thin Plate Spline(TPS)deforma-tion. The optimal physiological correspondences of vertices is determined by the weighted distance of Euclidean distance and local geometric features, and a classified craniofacial model database is constructed. The morphological relationship modeling is decomposed into coordinate component modeling for each facial vertex by applying Partial Least Squares Regression(PLSR). All coordinate calculation models, with each coordinate component of facial vertex as dependent vari-able and the selected significantly related coordinate components of skull vertices as independent variables, constitute the local morphological relationship model. The experimental results show that this method can describe craniofacial morpho-logical relationship more accurately and effectively.

关键词

形态关系建模/生理点配准/偏最小二乘回归/薄板样条函数

Key words

morphological correlation modeling/physiological registration of vertices/Partial Least Squares Regression (PLSR)/Thin Plate Spline(TPS)

分类

信息技术与安全科学

引用本文复制引用

贺毅岳,马自萍,高妮,耿国华..生理点配准的颅面局部形态关系建模[J].计算机工程与应用,2016,52(13):19-24,54,7.

基金项目

国家自然科学基金(No.61462002) (No.61462002)

陕西省自然科学基金(No.2015JQ7278) (No.2015JQ7278)

陕西省教育厅科研项目(No.14JK1693, No.14JK2037). (No.14JK1693, No.14JK2037)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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