SPM TO THE HEART: MAPPING OF 4D CONTINUOUS VELOCITIES FOR MOTION ABNORMALITY QUANTIFICATION

被引:0
作者
De Craene, M. [1 ,2 ]
Duchateau, N. [1 ,2 ]
Tobon-Gomez, C. [1 ,2 ]
Ghafaryasl, B. [1 ,2 ]
Piella, G. [1 ,2 ]
Rhode, K. S. [3 ]
Frangi, A. F. [1 ,2 ,4 ]
机构
[1] Univ Pompeu Fabra, DTIC, Barcelona, Spain
[2] CIBER BBN, Barcelona, Spain
[3] KCL, Div Imaging Sci & Biomed Engn, London, England
[4] Univ Sheffield, Dept Mech Engn, Sheffield, S Yorkshire, England
来源
2012 9TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI) | 2012年
关键词
Spatiotemporal atlas; SPM; temporal registration; diffeomorphism; myocardial motion; REGISTRATION;
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 proposes to apply parallel transport and statistical atlas techniques to quantify 4D myocardial motion abnormalities. We take advantage of our previous work on cardiac motion, which provided a continuous spatiotemporal representation of velocities, to interpolate and reorient cardiac motion fields to an unbiased reference space. Abnormal motion is quantified using SPM analysis on the velocity fields, which includes a correction based on random field theory to compensate for the spatial smoothness of the velocity fields. This paper first introduces the imaging pipeline for constructing a continuous 4D velocity atlas. This atlas is then applied to quantify abnormal motion patterns in heart failure patients.
引用
收藏
页码:454 / 457
页数:4
相关论文
共 11 条
[1]  
Chandrashekara R, 2003, LECT NOTES COMPUT SC, V2732, P599
[2]   Temporal diffeomorphic free-form deformation: Application to motion and strain estimation from 3D echocardiography [J].
De Craene, Mathieu ;
Piella, Gemma ;
Camara, Oscar ;
Duchateau, Nicolas ;
Silva, Etelvino ;
Doltra, Adelina ;
D'hooge, Jan ;
Brugada, Josep ;
Sitges, Marta ;
Frangi, Alejandro F. .
MEDICAL IMAGE ANALYSIS, 2012, 16 (02) :427-450
[3]   A spatiotemporal statistical atlas of motion for the quantification of abnormal myocardial tissue velocities [J].
Duchateau, Nicolas ;
De Craene, Mathieu ;
Piella, Gemma ;
Silva, Etelvino ;
Doltra, Adelina ;
Sitges, Marta ;
Bijnens, Bart H. ;
Frangi, Alejandro F. .
MEDICAL IMAGE ANALYSIS, 2011, 15 (03) :316-328
[4]  
Hoogendoorn C., 2011, P FIMH, P418
[5]   Spatio-temporal free-form registration of cardiac MR image sequences [J].
Perperidis, D ;
Mohiaddin, RH ;
Rueckert, D .
MEDICAL IMAGE ANALYSIS, 2005, 9 (05) :441-456
[6]   Identifying Regional Cardiac Abnormalities From Myocardial Strains Using Nontracking-Based Strain Estimation and Spatio-Temporal Tensor Analysis [J].
Qian, Zhen ;
Liu, Qingshan ;
Metaxas, Dimitris N. ;
Axel, Leon .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2011, 30 (12) :2017-2029
[7]   Time sequence diffeomorphic metric mapping and parallel transport track time-dependent shape changes [J].
Qiu, Anqi ;
Albert, Marilyn ;
Younes, Laurent ;
Miller, Michael I. .
NEUROIMAGE, 2009, 45 (01) :S51-S60
[8]   Automated Detection of Regional Wall Motion Abnormalities Based on a Statistical Model Applied to Multislice Short-Axis Cardiac MR Images [J].
Suinesiaputra, Avan ;
Frangi, Alejandro F. ;
Kaandorp, Theodorus A. M. ;
Lamb, Hildo J. ;
Bax, Jeroen J. ;
Reiber, Johan H. C. ;
Lelieveldt, Boudewijn P. F. .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2009, 28 (04) :595-607
[9]  
Tobon-Gomez C., 2011, LNCS IN PRESS
[10]  
Worsley KJ, 1999, HUM BRAIN MAPP, V8, P98, DOI 10.1002/(SICI)1097-0193(1999)8:2/3<98::AID-HBM5>3.3.CO