TY - JOUR
T1 - Comparison of block matching and differential methods for motion analysis of the carotid artery wall from ultrasound images
AU - Golemati, Spyretta
AU - Stoitsis, John S.
AU - Gastounioti, Aimilia
AU - Dimopoulos, Alexandros C.
AU - Koropouli, Vassiliki
AU - Nikita, Konstantina S.
PY - 2012
Y1 - 2012
N2 - Motion of the carotid artery wall is important for the quantification of arterial elasticity and contractility and can be estimated with a number of techniques. In this paper, a framework for quantitative evaluation of motion analysis techniques from B-mode ultrasound images is introduced. Six synthetic sequences were produced using 1) a real image corrupted by Gaussian and speckle noise of 25 and 15 dB, and 2) the ultrasound simulation package Field II. In both cases, a mathematical model was used, which simulated the motion of the arterial wall layers and the surrounding tissue, in the radial and longitudinal directions. The performance of four techniques, namely optical flow (OF HS), weighted least-squares optical flow (OF LK(WLS)), block matching (BM), and affine block motion model (ABMM), was investigated in the context of this framework. The average warping indices were lowest for OF LK(WLS) (1.75 pixels), slightly higher for ABMM (2.01 pixels), and highest for BM (6.57 pixels) and OF HS (11.57 pixels). Due to its superior performance, OF LK(WLS) was used to quantify motion of selected regions of the arterial wall in real ultrasound image sequences of the carotid artery. Preliminary results indicate that OF LK(WLS) is promising, because it efficiently quantified radial, longitudinal, and shear strains in healthy adults and diseased subjects.
AB - Motion of the carotid artery wall is important for the quantification of arterial elasticity and contractility and can be estimated with a number of techniques. In this paper, a framework for quantitative evaluation of motion analysis techniques from B-mode ultrasound images is introduced. Six synthetic sequences were produced using 1) a real image corrupted by Gaussian and speckle noise of 25 and 15 dB, and 2) the ultrasound simulation package Field II. In both cases, a mathematical model was used, which simulated the motion of the arterial wall layers and the surrounding tissue, in the radial and longitudinal directions. The performance of four techniques, namely optical flow (OF HS), weighted least-squares optical flow (OF LK(WLS)), block matching (BM), and affine block motion model (ABMM), was investigated in the context of this framework. The average warping indices were lowest for OF LK(WLS) (1.75 pixels), slightly higher for ABMM (2.01 pixels), and highest for BM (6.57 pixels) and OF HS (11.57 pixels). Due to its superior performance, OF LK(WLS) was used to quantify motion of selected regions of the arterial wall in real ultrasound image sequences of the carotid artery. Preliminary results indicate that OF LK(WLS) is promising, because it efficiently quantified radial, longitudinal, and shear strains in healthy adults and diseased subjects.
KW - Block matching (BM)
KW - carotid
KW - motion analysis
KW - optical flow (OF)
KW - ultrasound
UR - http://www.scopus.com/inward/record.url?scp=84866603742&partnerID=8YFLogxK
U2 - 10.1109/TITB.2012.2193411
DO - 10.1109/TITB.2012.2193411
M3 - Article
C2 - 22491098
AN - SCOPUS:84866603742
VL - 16
SP - 852
EP - 858
JO - IEEE Transactions on Information Technology in Biomedicine
JF - IEEE Transactions on Information Technology in Biomedicine
SN - 1089-7771
IS - 5
M1 - 6178798
ER -