Bronchial Segment Matching in Low-dose Lung CT Scan Pairs

被引:0
|
作者
Lee, Jaesung [1 ]
Reeves, Anthony P. [1 ]
Yankelevitz, David F. [2 ]
Henschke, Claudia, I [2 ]
机构
[1] Cornell Univ, Sch Elect & Comp Engn, Ithaca, NY 14850 USA
[2] Weill Cornell Med Coll, Dept Radiol, New York, NY USA
关键词
Lung; CT; airway; bronchial segment; IMAGE REGISTRATION;
D O I
10.1117/12.812024
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Documenting any change in airway dimensions over time may be relevant for monitoring the progression of pulmonary diseases. In order to correctly measure the change in segmental dimensions of airways, it is necessary to locate the identical airway segments across two scans. In this paper, we present an automated method to match individual bronchial segments from a pair of low-dose CT scans. Our method uses the intensity information in addition to the graph structure as evidences for matching the individual segments. 3D image correlation matching technique is employed to match the region of interest around the branch points in two scans and therefore locate the matching bronchial segments. The matching process was designed to address the differences in airway tree structures from two scans due to the variation in tree segmentations. The algorithm was evaluated using 114 pairs of low-dose CT scans (120 kV, 40 mAs). The total number of segments matched was 3591, of which 99.7% were correctly matched. When the matching was limited to the bronchial segments of the fourth generation or less, the algorithm correctly identified all of 1553 matched segments.
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页数:8
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