USE OF ACTIVE SHAPE MODELS FOR LOCATING STRUCTURE IN MEDICAL IMAGES

被引：590
作者：
COOTES, TF
HILL, A
TAYLOR, CJ
HASLAM, J
机构：
[1] Department of Medical Biophysics, University of Manchester, Manchester
来源：
IMAGE AND VISION COMPUTING | 1994年 / 12卷 / 06期
关键词：
STATISTICAL SHAPE MODELS; FLEXIBLE TEMPLATES; POINT DISTRIBUTION MODELS; IMAGE INTERPRETATIONS;
D O I：
10.1016/0262-8856(94)90060-4
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper describes a technique for building compact models of the shape and appearance of flexible objects (such as organs) seen in 2D images. The models are derived from the statistics of labelled images containing examples of the objects. Each model consists of a flexible shape template, describing how the relevant locations of important points on the objects can vary, and a statistical model of the expected grey levels in a region around each model point. We describe how the models can be used in local image search, and give examples of their application to medical images.
引用
收藏
页码：355 / 365
页数：11
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