Rule-based detection of intrathoracic airway trees

被引:97
作者
Sonka, M [1 ]
Park, WY [1 ]
Hoffman, EA [1 ]
机构
[1] UNIV IOWA, DEPT RADIOL, IOWA CITY, IA 52242 USA
基金
美国国家卫生研究院;
关键词
D O I
10.1109/42.500140
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
New sensitive and reliable methods for assessing alterations in regional lung structure and function are critically important for the investigation and treatment of pulmonary diseases, Accurate identification of the airway tree will provide an assessment of airway structure and will provide a means by which multiple volumetric images of the lung at the same lung volume over time can be used to assess regional parenchymal changes, We describe a novel rule-based method for the segmentation of airway trees from three-dimensional (3-D) sets of computed tomography (CT) images, and its validation, The presented method takes advantage of a priori anatomical knowledge about pulmonary airway and vascular trees and their interrelationships, The method is based on a combination of 3-D seeded region growing that is used to identify large airways, rule-based two-dimensional (2-D) segmentation of individual CT slices to identify probable locations of smaller diameter airways, and merging of airway regions across the 3-D set of slices resulting in a tree-like airway structure, The method was validated in 40 3-mm-thick CT sections from five data sets of canine lungs scanned via electron beam CT in vivo with lung volume held at a constant pressure, The method's performance was compared with that of the conventional 3-D region growing method, The method substantially outperformed an existing conventional approach to airway tree detection.
引用
收藏
页码:314 / 326
页数:13
相关论文
共 32 条
[1]  
ALJARAD N, 1992, BRIT J IND MED, V49, P73
[2]   ASSESSMENT OF METHACHOLINE-INDUCED AIRWAY CONSTRICTION BY ULTRAFAST HIGH-RESOLUTION COMPUTED-TOMOGRAPHY [J].
AMIRAV, I ;
KRAMER, SS ;
GRUNSTEIN, MM ;
HOFFMAN, EA .
JOURNAL OF APPLIED PHYSIOLOGY, 1993, 75 (05) :2239-2250
[3]  
BECKER JD, 1992, P IEEE SAT S 3 D ADV, P185
[4]   CYSTIC-FIBROSIS - SCORING SYSTEM WITH THIN-SECTION CT [J].
BHALLA, M ;
TURCIOS, N ;
APONTE, V ;
JENKINS, M ;
LEITMAN, BS ;
MCCAULEY, DI ;
NAIDICH, DP .
RADIOLOGY, 1991, 179 (03) :783-788
[5]   INDIVIDUAL AIRWAY CONSTRICTOR RESPONSE HETEROGENEITY TO HISTAMINE ASSESSED BY HIGH-RESOLUTION COMPUTED-TOMOGRAPHY [J].
BROWN, RH ;
HEROLD, CJ ;
HIRSHMAN, CA ;
ZERHOUNI, EA ;
MITZNER, W .
JOURNAL OF APPLIED PHYSIOLOGY, 1993, 74 (06) :2615-2620
[6]   DIRECT INVIVO VISUALIZATION OF BRONCHODILATION INDUCED BY INHALATIONAL ANESTHESIA USING HIGH-RESOLUTION COMPUTED-TOMOGRAPHY [J].
BROWN, RH ;
MITZNER, W ;
ZERHOUNI, E ;
HIRSHMAN, CA .
ANESTHESIOLOGY, 1993, 78 (02) :295-300
[7]   INVIVO MEASUREMENTS OF AIRWAY REACTIVITY USING HIGH-RESOLUTION COMPUTED-TOMOGRAPHY [J].
BROWN, RH ;
HEROLD, CJ ;
HIRSHMAN, CA ;
ZERHOUNI, EA ;
MITZNER, W .
AMERICAN REVIEW OF RESPIRATORY DISEASE, 1991, 144 (01) :208-212
[8]   SPONTANEOUS AIRWAYS CONSTRICT DURING BREATH-HOLDING STUDIED BY HIGH-RESOLUTION COMPUTED-TOMOGRAPHY [J].
BROWN, RH ;
HEROLD, C ;
ZERHOUNI, EA ;
MITZNER, W .
CHEST, 1994, 106 (03) :920-924
[9]   SYSTEMATIC EVALUATION OF CHEST RADIOGRAPH IN CYSTIC FIBROSIS [J].
CHRISPIN, AR ;
NORMAN, AP .
PEDIATRIC RADIOLOGY, 1974, 2 (02) :101-106
[10]  
CORNELIS J, 1992, P IEEE EMBS, V14, P1906