A physics-based coordinate transformation for 3-D image matching

被引:197
作者
Davis, MH
Khotanzad, A
Flamig, DP
Harms, SE
机构
[1] SO METHODIST UNIV, DEPT ELECT ENGN, DALLAS, TX 75275 USA
[2] LOS ALAMOS NATL LAB, LOS ALAMOS, NM 87545 USA
[3] UNIV ARKANSAS MED SCI HOSP, DEPT RADIOL, LITTLE ROCK, AR 72205 USA
关键词
coordinate transformation; image matching; physics-based vision; splines;
D O I
10.1109/42.585766
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Many image matching schemes are based on mapping coordinate locations, such as the locations of landmarks, in one image to corresponding locations in a second image. A new approach to this mapping (coordinate transformation), called the elastic body spline (EBS), is described. The spline is based on a physical model of a homogeneous, isotropic three-dimensional (3-D) elastic body, The model can approximate the way that some physical objects deform. The EBS as well as the affine transformation, the thin plate spline [1], [2] and the volume spline [3] are used to match 3-D magnetic resonance images (MRI's) of the breast that are used in the diagnosis and evaluation of breast cancer. These coordinate transformations are evaluated with different types of deformations and different numbers of corresponding (paired) coordinate locations. In all but one of the cases considered, using the EBS yields more similar images than the other methods.
引用
收藏
页码:317 / 328
页数:12
相关论文
共 55 条
[1]  
[Anonymous], 1984, APPROXIMATION THEORY
[2]  
[Anonymous], 1961, GROWTH FORM
[3]   IMAGE WARPING BY RADIAL BASIS FUNCTIONS - APPLICATION TO FACIAL EXPRESSIONS [J].
ARAD, N ;
DYN, N ;
REISFELD, D ;
YESHURUN, Y .
CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1994, 56 (02) :161-172
[4]   LEAST-SQUARES FITTING OF 2 3-D POINT SETS [J].
ARUN, KS ;
HUANG, TS ;
BLOSTEIN, SD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (05) :699-700
[5]   A COMPUTERIZED SYSTEM FOR THE ELASTIC MATCHING OF DEFORMED RADIOGRAPHIC IMAGES TO IDEALIZED ATLAS IMAGES [J].
BAJCSY, R ;
LIEBERSON, R ;
REIVICH, M .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1983, 7 (04) :618-625
[6]   MULTIRESOLUTION ELASTIC MATCHING [J].
BAJCSY, R ;
KOVACIC, S .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 46 (01) :1-21
[7]  
BAJCSY R, 1982, 6TH IEEE P INT C PAT, P351
[8]   Feature-based image metamorphosis [J].
Beier, Thaddeus ;
Neely, Shawn .
Computer Graphics (ACM), 1992, 26 (02) :35-42
[9]   MORPHING AS A MEANS OF GENERATING VARIATION IN VISUAL MEDICAL TEACHING MATERIALS [J].
BERGERON, BP ;
SATO, L ;
ROUSE, RL .
COMPUTERS IN BIOLOGY AND MEDICINE, 1994, 24 (01) :11-18
[10]   RECURRENT RADIAL BASIS FUNCTION NETWORKS FOR ADAPTIVE NOISE CANCELLATION [J].
BILLINGS, SA ;
FUNG, CF .
NEURAL NETWORKS, 1995, 8 (02) :273-290