TY - JOUR
T1 - The sensitive and efficient detection of quadriceps muscle thickness changes in cross-sectional plane using ultrasonography
T2 - A feasibility investigation
AU - Li, Jizhou
AU - Zhou, Yongjin
AU - Lu, Yi
AU - Zhou, Guangquan
AU - Wang, Lei
AU - Zheng, Yong-Ping
PY - 2014/3
Y1 - 2014/3
N2 - As a direct determinant parameter to quantify muscle activity, the muscle thickness (MT) has been investigated in many aspects and for various purposes. Ultrasonography (US) is a promising modality to detect muscle morphological changes during contractions since it is portable, noninvasive, and real time. However, there are few reports on sensitive and efficient estimation of changes of MT in a cross-sectional plane. In this feasibility investigation, we proposed a coarse-to-fine method based on a compressive-tracking algorithm for estimation of MT changes during an example task of isometric knee extension using ultrasound images. The sensitivity and efficiency are evaluated with 1920 US images from quadriceps muscle (QM) in eight subjects. The detection results were compared with those obtained from both traditional manual measurement and the well known normalized cross-correlation method, and the effect of the size of tracking window on detection performance was evaluated as well. It is demonstrated that the proposed method agrees well with the manual measurement. Meanwhile, it is not only sensitive to relatively small changes of MT but also computationally efficient.
AB - As a direct determinant parameter to quantify muscle activity, the muscle thickness (MT) has been investigated in many aspects and for various purposes. Ultrasonography (US) is a promising modality to detect muscle morphological changes during contractions since it is portable, noninvasive, and real time. However, there are few reports on sensitive and efficient estimation of changes of MT in a cross-sectional plane. In this feasibility investigation, we proposed a coarse-to-fine method based on a compressive-tracking algorithm for estimation of MT changes during an example task of isometric knee extension using ultrasound images. The sensitivity and efficiency are evaluated with 1920 US images from quadriceps muscle (QM) in eight subjects. The detection results were compared with those obtained from both traditional manual measurement and the well known normalized cross-correlation method, and the effect of the size of tracking window on detection performance was evaluated as well. It is demonstrated that the proposed method agrees well with the manual measurement. Meanwhile, it is not only sensitive to relatively small changes of MT but also computationally efficient.
KW - Compressive tracking
KW - isometric knee extension
KW - muscle thickness (MT)
KW - normalized cross correlation (NCC)
KW - quadriceps muscle (QM)
KW - sonomyography
UR - http://www.scopus.com/inward/record.url?scp=84896462195&partnerID=8YFLogxK
UR - https://www.scopus.com/record/pubmetrics.uri?eid=2-s2.0-84896462195&origin=recordpage
U2 - 10.1109/JBHI.2013.2275002
DO - 10.1109/JBHI.2013.2275002
M3 - RGC 21 - Publication in refereed journal
C2 - 24608062
AN - SCOPUS:84896462195
SN - 2168-2194
VL - 18
SP - 628
EP - 635
JO - IEEE Journal of Biomedical and Health Informatics
JF - IEEE Journal of Biomedical and Health Informatics
IS - 2
ER -