Adaptive Independent Component Analysis-Based Clutter Filtering for Improved Non-Contrast Perfusion Ultrasound Imaging

被引:0
作者
Tierney, Jaime [1 ]
Wilkes, Don [2 ]
Byram, Brett [1 ]
机构
[1] Vanderbilt Univ, Dept Biomed Engn, Nashville, TN 37235 USA
[2] Vanderbilt Univ, Dept Elect Engn & Comp Sci, 221 Kirkland Hall, Nashville, TN 37235 USA
来源
2018 IEEE INTERNATIONAL ULTRASONICS SYMPOSIUM (IUS) | 2018年
关键词
perfusion; adaptive demodulation; independent component analysis; singular value decomposition; power Doppler; ultrasound; SEPARATION; DOPPLER;
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
Tissue motion makes perfusion ultrasound imaging without contrast difficult. We previously developed an adaptive demodulation (AD) method to correct for this motion prior to tissue filtering. Additionally, 2D space and time eigen-based clutter filtering has been shown to be superior to conventional frequency domain filtering performed only in the slow-time dimension, especially when long ensembles are used. We have shown that combining AD with singular value decomposition (SVD) filtering can improve slow blood flow detection. Here, we aim to develop and evaluate an adaptive independent component analysis (ICA) approach to clutter filtering and compare it to adaptive SVD filtering with and without AD using simulations and a single vessel phantom. We show that AD+ICA and ICA produce the highest blood-to-background signal-to-noise ratios in simulations and in the phantom, respectively.
引用
收藏
页数:3
相关论文
共 14 条
[1]  
[Anonymous], P SPIE
[2]  
[Anonymous], IMMTEC0019 TU DENM
[3]  
[Anonymous], ACOUST SPEECH SIG PR
[4]   AN INFORMATION MAXIMIZATION APPROACH TO BLIND SEPARATION AND BLIND DECONVOLUTION [J].
BELL, AJ ;
SEJNOWSKI, TJ .
NEURAL COMPUTATION, 1995, 7 (06) :1129-1159
[5]   Spatiotemporal Clutter Filtering of Ultrafast Ultrasound Data Highly Increases Doppler and fUltrasound Sensitivity [J].
Demene, Charlie ;
Deffieux, Thomas ;
Pernot, Mathieu ;
Osmanski, Bruno-Felix ;
Biran, Valerie ;
Gennisson, Jean-Luc ;
Sieu, Lim-Anna ;
Bergel, Antoine ;
Franqui, Stephanie ;
Correas, Jean-Michel ;
Cohen, Ivan ;
Baud, Olivier ;
Tanter, Mickael .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2015, 34 (11) :2271-2285
[6]   Adaptive clutter filtering via blind source separation for two-dimensional ultrasonic blood velocity measurement [J].
Gallippi, CM ;
Trahey, GE .
ULTRASONIC IMAGING, 2002, 24 (04) :193-214
[7]   Ultrasound Doppler measurements of low velocity blood flow: Limitations due to clutter signals from vibrating muscles [J].
Heimdal, A ;
Torp, H .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1997, 44 (04) :873-881
[8]  
Jensen J. A., 1996, Medical & Biological Engineering & Computing, V34, P351
[9]  
Kim M. W., 2018, IEEE T ULTRASONICS F
[10]   Visualization of Small-Diameter Vessels by Reduction of Incoherent Reverberation With Coherent Flow Power Doppler [J].
Li, You Leo ;
Hyun, Dongwoon ;
Abou-Elkacem, Lotfi ;
Willmann, Juergen Karl ;
Dahl, Jeremy J. .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 2016, 63 (11) :1878-1889