Robust 3-D Airway Tree Segmentation for Image-Guided Peripheral Bronchoscopy

被引:78
|
作者
Graham, Michael W. [2 ]
Gibbs, Jason D. [3 ]
Cornish, Duane C. [4 ]
Higgins, William E. [1 ,4 ,5 ]
机构
[1] Penn State Univ, Dept Elect Engn, University Pk, PA 16802 USA
[2] Google Inc, Pittsburgh, PA 15213 USA
[3] Broncus Technol, State Coll, PA 16801 USA
[4] Penn State Univ, Dept Comp Sci & Engn, University Pk, PA 16802 USA
[5] Penn State Univ, Dept Bioengn, University Pk, PA 16802 USA
基金
美国国家卫生研究院;
关键词
Airway tree segmentation; image-guided intervention; lung cancer; multidetector computed tomography (MDCT); three-dimensional (3-D) pulmonary imaging; virtual bronchoscopy; VIRTUAL BRONCHOSCOPY; CT IMAGES; NAVIGATION SYSTEM; TOMOGRAPHY; LESIONS; RECONSTRUCTION; DIAGNOSIS; GUIDANCE; TIME;
D O I
10.1109/TMI.2009.2035813
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A vital task in the planning of peripheral bronchoscopy is the segmentation of the airway tree from a 3-D multidetector computed tomography chest scan. Unfortunately, existing methods typically do not sufficiently extract the necessary peripheral airways needed to plan a procedure. We present a robust method that draws upon both local and global information. The method begins with a conservative segmentation of the major airways. Follow-on stages then exhaustively search for additional candidate airway locations. Finally, a graph-based optimization method counterbalances both the benefit and cost of retaining candidate airway locations for the final segmentation. Results demonstrate that the proposed method typically extracts 2-3 more generations of airways than several other methods, and that the extracted airway trees enable image-guided bronchoscopy deeper into the human lung periphery than past studies.
引用
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页码:982 / 997
页数:16
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