3D Velocity Field and Flow Profile Reconstruction from Arbitrarily Sampled Doppler Ultrasound Data

被引:0
作者
Zettinig, Oliver [1 ]
Hennersperger, Christoph [1 ]
Berge, Christian Schulte zu [1 ]
Baust, Maximilian [1 ]
Navab, Nassir [1 ]
机构
[1] Tech Univ Munich, Comp Aided Med Procedures, D-80290 Munich, Germany
来源
MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2014, PT II | 2014年 / 8674卷
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the need for adequate analysis of blood flow dynamics, different imaging modalities have been developed to measure varying blood velocities over time. Due to its numerous advantages, Doppler ultrasound sonography remains one of the most widely used techniques in clinical routine, but requires additional preprocessing to recover 3D velocity information. Despite great progress in the last years, recent approaches do not jointly consider spatial and temporal variation in blood flow. In this work, we present a novel gating- and compounding-free method to simultaneously reconstruct a 3D velocity field and a temporal flow profile from arbitrarily sampled Doppler ultrasound measurements obtained from multiple directions. Based on a laminar flow assumption, a patch-wise B-spline formulation of blood velocity is coupled for the first time with a global waveform model acting as temporal regularization. We evaluated our method on three virtual phantom datasets, demonstrating robustness in terms of noise, angle between measurements and data sparsity, and applied it successfully to five real case datasets of carotid artery examination.
引用
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页码:611 / 618
页数:8
相关论文
共 8 条
[1]   Full motion and flow field recovery from echo Doppler data [J].
Arigovindan, Muthuvel ;
Suehling, Michael ;
Jansen, Christian ;
Hunziker, Patrick ;
Unser, Michael .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2007, 26 (01) :31-45
[2]   Cross-beam vector Doppler ultrasound for angle-independent velocity measurements [J].
Dunmire, B ;
Beach, KW ;
Labs, KH ;
Plett, M ;
Strandness, DE .
ULTRASOUND IN MEDICINE AND BIOLOGY, 2000, 26 (08) :1213-1235
[3]   MULTIPLE CROSSED-BEAM ULTRASOUND DOPPLER VELOCIMETRY [J].
FOX, MD .
IEEE TRANSACTIONS ON SONICS AND ULTRASONICS, 1978, 25 (05) :281-286
[4]   Two-Dimensional Intraventricular Flow Mapping by Digital Processing Conventional Color-Doppler Echocardiography Images [J].
Garcia, Damien ;
del Alamo, Juan C. ;
Tanne, David ;
Yotti, Raquel ;
Cortina, Cristina ;
Bertrand, Eric ;
Carlos Antoranz, Jose ;
Perez-David, Esther ;
Rieu, Regis ;
Fernandez-Aviles, Francisco ;
Bermejo, Javier .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (10) :1701-1713
[5]   A sensitivity analysis on 3D velocity reconstruction from multiple registered echo Doppler views [J].
Gomez, Alberto ;
Pushparajah, Kuberan ;
Simpson, John M. ;
Giese, Daniel ;
Schaeffter, Tobias ;
Penney, Graeme .
MEDICAL IMAGE ANALYSIS, 2013, 17 (06) :616-631
[6]  
Hastenteufel M., 2005, THESIS U FRIDERICIAN
[7]  
Hennersperger C., 2014, LNCS, V8498, P68
[8]   Model-based blood flow quantification from rotational angiography [J].
Waechter, Irina ;
Bredno, Joerg ;
Hermans, Roel ;
Weese, Juergen ;
Barratt, Dean C. ;
Hawkes, David J. .
MEDICAL IMAGE ANALYSIS, 2008, 12 (05) :586-602