Graphical templates for model registration

被引:79
作者
Amit, Y
Kong, A
机构
[1] Department of Statistics, University of Chicago, Chicago
基金
美国国家卫生研究院;
关键词
graphical templates; decomposable graphs; model registration; dynamic programming; image matching;
D O I
10.1109/34.485529
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new method of model registration is proposed using graphical templates. A graph of landmarks is chosen in the template image. All possible candidates for these landmarks are found in the data image using local operators. A dynamic programming algorithm on decomposable subgraphs of the template graph finds the optimal match to a subset of the candidate points in polynomial time. This combination of local operators to describe points of interest/landmarks and a graph to describe their geometric orientation in the plane, yields fast and precise matches of the model to the data, with no initialization required.
引用
收藏
页码:225 / 236
页数:12
相关论文
共 28 条
[1]   STRUCTURAL IMAGE-RESTORATION THROUGH DEFORMABLE TEMPLATES [J].
AMIT, Y ;
GRENANDER, U ;
PICCIONI, M .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1991, 86 (414) :376-387
[2]   A NONLINEAR VARIATIONAL PROBLEM FOR IMAGE MATCHING [J].
AMIT, Y .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1994, 15 (01) :207-224
[3]  
[Anonymous], 1992, Computer and Robot Vision
[4]  
[Anonymous], J APPL MATH PHYS
[5]   MULTIRESOLUTION ELASTIC MATCHING [J].
BAJCSY, R ;
KOVACIC, S .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 46 (01) :1-21
[6]  
BARZOHAR M, 1993, P ARPA IU WORKSH WAS
[7]  
Berge C., 1973, Graphs and Hypergraphs
[8]  
BERTELE U, 1972, MATH SCI ENG SERIES, V91
[9]  
Bookstein F.L., 1986, STAT SCI, V1, P181, DOI [10.1214/ss/1177013696, DOI 10.1214/SS/1177013696]
[10]  
Bookstein L.R., 1991, Morphometric tools for landmark data geometry and biology