MYOCARDIUM SEGMENTATION ON 3D SPECT IMAGES

被引:0
作者
Poujol, J. [1 ]
Desvignes, M.
Broisat, A.
Barone-Rochette, G.
Vanzetto, G.
Fagret, D.
Riou, L.
Ghezzi, C.
机构
[1] GIPSA LAB, UMR 5216, BP 46, F-38402 St Martin Dheres, France
来源
2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2015年
关键词
Segmentation; Shortest Path; SPECT; Myocardium; Heterogeneity Perfusion; CARDIAC MAGNETIC-RESONANCE; PERFUSION SPECT; LEFT-VENTRICLE; QUANTIFICATION; ALGORITHM; MODELS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a segmentation process of the myocardium, endocardium and epicardium surfaces of the heart from 3D SPECT images to compute a heterogeneity index. This index represents the distribution of the activity in the myocardium. Because of the low resolution of SPECT images, the thickness of the myocardium is 1 to 4 voxels and a sub-voxel accuracy is therefore needed. The segmentation process is based on the minimization of an energy by dynamic programming after a coarse segmentation to define the center surface of the myocardium. A gaussian mixture is fitted on the data to ensure subvoxel accuracy. The heterogeneity index is compared to the reference index on 58 SPECT images and the segmentation is visually validated on 300 SPECT images by a clinician.
引用
收藏
页码:4788 / 4792
页数:5
相关论文
共 18 条
[1]   Endocardial Border Detection in Cardiac Magnetic Resonance Images Using Level Set Method [J].
Ammar, Mohammed ;
Mahmoudi, Said ;
Chikh, Mohammed Amine ;
Abbou, Amine .
JOURNAL OF DIGITAL IMAGING, 2012, 25 (02) :294-306
[2]   Segmentation of the left ventricle in myocardial perfusion SPECT using variational level set formulation [J].
Choi, Seokyoon ;
Kim, Hochul ;
Oh, Jangseok ;
Kang, Teahoon ;
Sun, Kyung ;
Kim, Mingi .
2007 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-11, 2007, :3060-+
[3]   Space-time segmentation using level set active contours applied to myocardial gated SPECT [J].
Debreuve, É ;
Barlaud, M ;
Aubert, G ;
Laurette, I ;
Darcourt, J .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (07) :643-659
[4]  
Germano G, 2000, J NUCL MED, V41, P712
[5]  
Heiberg E, 2005, COMPUT CARDIOL, V32, P599
[6]  
Hu H., 2014, PLOS ONE, V9
[7]   Hybrid segmentation of left ventricle in cardiac MRI using gaussian-mixture model and region restricted dynamic programming [J].
Hu, Huaifei ;
Liu, Haihua ;
Gao, Zhiyong ;
Huang, Lu .
MAGNETIC RESONANCE IMAGING, 2013, 31 (04) :575-584
[8]   A template-based approach to semi-quantitative SPECT myocardial perfusion imaging: Independent of normal databases [J].
Hughes, Tyler ;
Shcherbinin, Sergey ;
Celler, Anna .
MEDICAL PHYSICS, 2011, 38 (07) :4186-4195
[9]  
Johnson NP, 2005, J NUCL MED, V46, P1427
[10]   Heart chambers and whole heart segmentation techniques: review [J].
Kang, Dongwoo ;
Woo, Jonghye ;
Slomka, Piotr J. ;
Dey, Damini ;
Germano, Guido ;
Kuo, C. -C Jay .
JOURNAL OF ELECTRONIC IMAGING, 2012, 21 (01)