Ultrasound Small Vessel Imaging With Block-Wise Adaptive Local Clutter Filtering
Publication type: Journal Article
Publication date: 2017-01-01
scimago Q1
wos Q1
SJR: 2.629
CiteScore: 18.3
Impact factor: 9.8
ISSN: 02780062, 15580062, 1558254X
PubMed ID:
27608455
Computer Science Applications
Electrical and Electronic Engineering
Radiological and Ultrasound Technology
Software
Abstract
Robust clutter filtering is essential for ultrasound small vessel imaging. Eigen-based clutter filtering techniques have recently shown great improvement in clutter rejection over conventional clutter filters in small animals. However, for in vivo human imaging, eigen-based clutter filtering can be challenging due to the complex spatially-varying tissue and noise characteristics. To address this challenge, we present a novel block-wise adaptive singular value decomposition (SVD) based clutter filtering technique. The proposed method divides the global plane wave data into overlapped local spatial segments, within which tissue signals are assumed to be locally coherent and noise locally stationary. This, in turn, enables effective separation of tissue, blood and noise via SVD. For each block, the proposed method adaptively determines the singular value cutoff thresholds based on local data statistics. Processing results from each block are redundantly combined to improve both the signal-to-noise-ratio (SNR) and the contrast-to-noise-ratio (CNR) of the small vessel perfusion image. Experimental results show that the proposed method achieved more than two-fold increase in SNR and more than three-fold increase in CNR in dB scale over the conventional global SVD filtering technique for an in vivo human native kidney study. The proposed method also showed substantial improvement in suppression of the depth-dependent background noise and better rejection of near field tissue clutter. The effects of different processing block size and block overlap percentage were systematically investigated as well as the tradeoff between imaging quality and computational cost.
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Metrics
215
Total citations:
215
Citations from 2024:
54
(25.12%)
The most citing journal
Citations in journal:
46
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GOST
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Song P. et al. Ultrasound Small Vessel Imaging With Block-Wise Adaptive Local Clutter Filtering // IEEE Transactions on Medical Imaging. 2017. Vol. 36. No. 1. pp. 251-262.
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Song P., Manduca A., Trzasko J. D., Chen S. Ultrasound Small Vessel Imaging With Block-Wise Adaptive Local Clutter Filtering // IEEE Transactions on Medical Imaging. 2017. Vol. 36. No. 1. pp. 251-262.
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RIS
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TY - JOUR
DO - 10.1109/tmi.2016.2605819
UR - https://doi.org/10.1109/tmi.2016.2605819
TI - Ultrasound Small Vessel Imaging With Block-Wise Adaptive Local Clutter Filtering
T2 - IEEE Transactions on Medical Imaging
AU - Song, Pengfei
AU - Manduca, Armando
AU - Trzasko, Joshua D
AU - Chen, Shigao
PY - 2017
DA - 2017/01/01
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 251-262
IS - 1
VL - 36
PMID - 27608455
SN - 0278-0062
SN - 1558-0062
SN - 1558-254X
ER -
Cite this
BibTex (up to 50 authors)
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@article{2017_Song,
author = {Pengfei Song and Armando Manduca and Joshua D Trzasko and Shigao Chen},
title = {Ultrasound Small Vessel Imaging With Block-Wise Adaptive Local Clutter Filtering},
journal = {IEEE Transactions on Medical Imaging},
year = {2017},
volume = {36},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {jan},
url = {https://doi.org/10.1109/tmi.2016.2605819},
number = {1},
pages = {251--262},
doi = {10.1109/tmi.2016.2605819}
}
Cite this
MLA
Copy
Song, Pengfei, et al. “Ultrasound Small Vessel Imaging With Block-Wise Adaptive Local Clutter Filtering.” IEEE Transactions on Medical Imaging, vol. 36, no. 1, Jan. 2017, pp. 251-262. https://doi.org/10.1109/tmi.2016.2605819.