Adaptive Model Based Pulmonary Artery Segmentation in 3-D Chest CT

被引:3
作者
Feuerstein, Marco [1 ]
Kitasaka, Takayuki [2 ,3 ]
Mori, Kensaku [1 ,3 ]
机构
[1] Nagoya Univ, Grad Sch Informat Sci, Nagoya, Aichi 4648601, Japan
[2] Aichi Inst Technol, Fac Informat Sci, Aichi, Japan
[3] Nagoya Univ, MEXT Innovat Ctr Prevent Med Engn, Nagoya, Aichi 4648601, Japan
来源
MEDICAL IMAGING 2010: IMAGE PROCESSING | 2010年 / 7623卷
关键词
Segmentation; Vascular Image Processing; Shape; VESSELS;
D O I
10.1117/12.843750
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The extraction and analysis of the pulmonary artery in computed tomography (CT) of the chest can be an important, but time-consuming step for the diagnosis and treatment of lung disease, in particular in non-contrast data, where the pulmonary artery has low contrast and frequently merges with adjacent tissue of similar intensity. We here present a new method for the automatic segmentation of the pulmonary artery based on an adaptive model, Hough and Euclidean distance transforms, and spline fitting, which works equally well on non-contrast and contrast enhanced data. An evaluation on 40 patient data sets and a comparison to manual segmentations in terms of Jaccard index, sensitivity, specificity, and minimum mean distance shows its overall robustness.
引用
收藏
页数:9
相关论文
共 15 条
[1]   Vessel tree reconstruction in thoracic CT scans with application to nodule detection [J].
Agam, G ;
Armato, SG ;
Wu, CH .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2005, 24 (04) :486-499
[2]  
[Anonymous], 2 INT WORKSH PULM IM
[3]  
KAFTAN JN, 2008, SPIE MED IMAGING
[4]  
KITASAKA T, 2002, SPIE MED IMAGING
[5]  
KUNZ P, 2008, ANATOMIC ORIENTATION
[6]  
LINGURARU MG, 2008, SPIE MED IMAGING
[7]   Computerized detection of pulmonary embolism in spiral CT angiography based on volumetric image analysis [J].
Masutani, Y ;
MacMahon, H ;
Doi, K .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (12) :1517-1523
[8]   The IASLC Lung Cancer Staging Project A Proposal for a New International Lymph Node Map in the Forthcoming Seventh Edition of the TNM Classification for Lung Cancer [J].
Rusch, Valerie W. ;
Asamura, Hisao ;
Watanabe, Hirokazu ;
Giroux, Dorothy J. ;
Rami-Porta, Ramon ;
Goldstraw, Peter .
JOURNAL OF THORACIC ONCOLOGY, 2009, 4 (05) :568-577
[9]   Segmentation of opacified thorax vessels using model-driven active contour [J].
Sebbe, Raphael ;
Gosselin, Bemard ;
Coche, Emmanuel ;
Macq, Benoit .
2005 27TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-7, 2005, :2535-2538
[10]  
SHIKATA H, 2004, SPIE MED IMAGING