COMPUTER-ASSISTED BONE-AGE ASSESSMENT BASED ON FEATURES AUTOMATICALLY EXTRACTED FROM A HAND RADIOGRAPH

被引:34
作者
PIETKA, E
机构
[1] University Hospital of Geneva, Medical Imaging Unit, CH-1211 Geneva, 24, Rue Micheli-du-Crest
关键词
PEDIATRIC RADIOLOGY; SKELETAL AGE ASSESSMENT; FEATURE SELECTION; FUZZY CLASSIFIER;
D O I
10.1016/0895-6111(95)00005-B
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a computer-aided classification algorithm to assist the radiologist in the bone age assessment of pediatric patients, The classification is based on features automatically extracted from two regions of Computed Radiography (CR) left hand wrist images: phalangeal region of interest (PROI) and carpal bone region of interest (CROI). Due to imprecise nature of the bone age assessment problem, a fuzzy classifier for both regions has been developed, After defining a membership function for each region, features are processed yielding a matrix which maps the set of features to a year of age within the predefined range, The grades of membership are described as membership function values in the interval [0, 1], A classification rule based on a max-sum operator, processes the matrix assessing the bone age. Since both regions are analyzed independently, two bone age assessments are obtained, They reflect the phalangeal and carpal bones maturity individually, In pathological cases the discrepancy between both assessments may reach as much as 2 yr.
引用
收藏
页码:251 / 259
页数:9
相关论文
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