A REGULARIZED CONTRAST STATISTIC FOR OBJECT BOUNDARY ESTIMATION - IMPLEMENTATION AND STATISTICAL EVALUATION

被引:16
作者
OSULLIVAN, F
QIAN, MJ
机构
[1] UNIV WASHINGTON,DEPT BIOSTAT,SEATTLE,WA 98195
[2] FULLERTON STATE UNIV,DEPT MATH,FULLERTON,CA 92634
基金
美国国家卫生研究院;
关键词
EDGE DETECTION; NONLINEAR OPTIMIZATION; TOMOGRAPHY;
D O I
10.1109/34.295901
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose an optimization approach to the estimation of a simple closed curve describing the boundary of an object represented in an image. The problem arises in a variety of applications, such as template matching schemes for medical image registration. A regularized optimization formulation with an objective function that measures the normalized image contrast between the inside and outside of a boundary is proposed. Numerical methods are developed to implement the approach, and a set of simulation studies are carried out to quantify statistical performance characteristics. One set of simulations models emission computed tomography (ECT) images; a second set considers images with a locally coherent noise pattern. In both cases, the error characteristics are found to be quite encouraging. The approach is highly automated, which offers some practical advantages over currently used technologies in the medical imaging field.
引用
收藏
页码:561 / 570
页数:10
相关论文
共 32 条
[1]  
ADAMS RM, 1993, COMMUNICATION
[2]   KERNEL SMOOTHING OF DATA WITH CORRELATED ERRORS [J].
ALTMAN, NS .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1990, 85 (411) :749-759
[3]   ICE-FLOE IDENTIFICATION IN SATELLITE IMAGES USING MATHEMATICAL MORPHOLOGY AND CLUSTERING ABOUT PRINCIPAL CURVES [J].
BANFIELD, JD ;
RAFTERY, AE .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1992, 87 (417) :7-16
[4]   ON 3-DIMENSIONAL SURFACE RECONSTRUCTION METHODS [J].
BOLLE, RM ;
VEMURI, BC .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (01) :1-13
[5]  
Boor CD., 1978, PRACTICAL GUIDE SPLI
[6]  
Breiman L, 2017, CLASSIFICATION REGRE, P368, DOI 10.1201/9781315139470
[8]   SPLIT-AND-MERGE IMAGE SEGMENTATION BASED ON LOCALIZED FEATURE ANALYSIS AND STATISTICAL TESTS [J].
CHEN, SY ;
LIN, WC ;
CHEN, CT .
CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1991, 53 (05) :457-475
[9]  
CHIAO P, 1991, THESIS U MICHIGAN
[10]   ON ACTIVE CONTOUR MODELS AND BALLOONS [J].
COHEN, LD .
CVGIP-IMAGE UNDERSTANDING, 1991, 53 (02) :211-218