TY - GEN
T1 - Accurate segmentation of ultrasound images using the motion cue
AU - Zhou, Xiaowei
AU - Liang, Tianzhu
AU - Yu, Weichuan
PY - 2010
Y1 - 2010
N2 - Accurate segmentation of ultrasound images is desired to measure tissue shapes and sizes. But in some cases, it is difficult to segment ultrasound images purely based on static intensity values. In this paper, we propose a novel segmentation framework by using the motion cue. We integrate a new speckle tracking algorithm into a level set framework to iteratively refine the segmentation and motion estimation at the boundary regions of two different tissues. The balance between local motion contrast of different tissue regions and the smoothness constraint will drive the active contour to the boundaries of different tissues. Experiments on both simulated data and phantom data show that our method has achieved better results than previous methods.
AB - Accurate segmentation of ultrasound images is desired to measure tissue shapes and sizes. But in some cases, it is difficult to segment ultrasound images purely based on static intensity values. In this paper, we propose a novel segmentation framework by using the motion cue. We integrate a new speckle tracking algorithm into a level set framework to iteratively refine the segmentation and motion estimation at the boundary regions of two different tissues. The balance between local motion contrast of different tissue regions and the smoothness constraint will drive the active contour to the boundaries of different tissues. Experiments on both simulated data and phantom data show that our method has achieved better results than previous methods.
KW - Elastography
KW - RF data
KW - Speckle tracking
KW - Tumor detection
KW - Ultrasound image segmentation
UR - https://www.webofscience.com/wos/woscc/full-record/WOS:000287997400087
UR - https://openalex.org/W2072199432
UR - https://www.scopus.com/pages/publications/77955186436
U2 - 10.1109/ISBI.2010.5490343
DO - 10.1109/ISBI.2010.5490343
M3 - Conference Paper published in a book
SN - 9781424441266
T3 - 2010 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010 - Proceedings
SP - 332
EP - 335
BT - 2010 7th IEEE International Symposium on Biomedical Imaging
T2 - 7th IEEE International Symposium on Biomedical Imaging: From Nano to Macro, ISBI 2010
Y2 - 14 April 2010 through 17 April 2010
ER -