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

被引:82
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
收藏
页码:982 / 997
页数:16
相关论文
共 51 条
[1]  
[Anonymous], 1990, Introduction to Algorithms
[2]  
[Anonymous], 1982, Computer Vision
[3]   Diagnosis of peripheral pulmonary lesions using a bronchoscope insertion guidance system combined with endobronchial ultrasonography with a guide sheath [J].
Asano, Fumihiro ;
Matsuno, Yoshihiko ;
Tsuzuku, Akifumi ;
Anzai, Masaki ;
Shinagawa, Naofumi ;
Yamazaki, Koichi ;
Ishida, Takashi ;
Moriya, Hiroshi .
LUNG CANCER, 2008, 60 (03) :366-373
[4]   A virtual bronchoscopic navigation system for pulmonary peripheral lesions [J].
Asano, Fumihiro ;
Matsuno, Yoshihiko ;
Shinagawa, Naofumi ;
Yamazaki, Koichi ;
Suzuki, Toshitaka ;
Ishida, Takashi ;
Moriya, Hiroshi .
CHEST, 2006, 130 (02) :559-566
[5]   Segmentation and analysis of the human airway tree from three-dimensional X-ray CT images [J].
Aykac, D ;
Hoffman, EA ;
McLennan, G ;
Reinhardt, JM .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (08) :940-950
[6]   Method for segmenting chest CT image data using an anatomical model: Preliminary results [J].
Brown, MS ;
McNitt-Gray, MF ;
Mankovich, NJ ;
Goldin, JG ;
Hiller, J ;
Wilson, LS ;
Aberle, DR .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (06) :828-839
[7]   Informatics in radiology (infoRAD) -: Introduction to the language of three-dimensional imaging with multidetector CT [J].
Dalrymple, NC ;
Prasad, SR ;
Freckleton, MW ;
Chintapalli, KN .
RADIOGRAPHICS, 2005, 25 (05) :1409-1428
[8]   Pulmonary airways:: 3-D reconstruction from multislice CT and clinical investigation [J].
Fetita, CI ;
Prêteux, F ;
Beigelman-Aubry, C ;
Grenier, P .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (11) :1353-1364
[9]   3D MDCT-based system for planning peripheral bronchoscopic procedures [J].
Gibbs, Jason D. ;
Graham, Michael W. ;
Higgins, William E. .
COMPUTERS IN BIOLOGY AND MEDICINE, 2009, 39 (03) :266-279
[10]   Electromagnetic navigation diagnostic bronchoscopy - A prospective study [J].
Gildea, Thomas R. ;
Mazzone, Peter J. ;
Karnak, Demet ;
Meziane, Moulay ;
Mehta, Atul C. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2006, 174 (09) :982-989