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Carotid artery B-mode ultrasound image segmentation based on morphology, geometry and gradient direction

机译:颈动脉B模式超声图像分割基于形态,几何和梯度方向

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Carotid Artery (CA) is one of the vital organs in the human body. CA features that can be used are position, size and volume. Position feature can used to determine the preliminary initialization of the tracking. Examination of the CA features can use Ultrasound. Ultrasound imaging can be operated dependently by an skilled operator, hence there could be some differences in the images result obtained by two or more different operators. This can affect the process of determining of CA. To reduce the level of subjectivity among operators, it can determine the position of the CA automatically. In this study, the proposed method is to segment CA in B-Mode Ultrasound Image based on morphology, geometry and gradient direction. This study consists of three steps, the data collection, preprocessing and artery segmentation. The data used in this study were taken directly by the researchers and taken from the Brno university's signal processing lab database. Each data set contains 100 carotid artery B-Mode ultrasound image. Artery is modeled using ellipse with center c, major axis a and minor axis b. The proposed method has a high value on each data set, 97% (data set 1), 73 % (data set 2), 87% (data set 3). This segmentation results will then be used in the process of tracking the CA.
机译:颈动脉(CA)是人体的重要器官之一。可以使用的CA功能是位置,大小和音量。位置特征可用于确定跟踪的初始初始化。检查CA功能可以使用超声波。超声成像可以由技术操作员依赖地操作,因此通过两个或更多个不同的运算符获得的图像结果可能存在一些差异。这可能影响确定CA的过程。为了减少运营商之间的主观性水平,它可以自动确定CA的位置。在本研究中,所提出的方法是基于形态,几何和梯度方向在B模式超声图像中分段CA。本研究包括三个步骤,数据收集,预处理和动脉分割。本研究中使用的数据由研究人员直接采用,并从布尔诺大学的信号处理实验室数据库中获取。每个数据集包含100个颈动脉B模式超声图像。使用带中心C,主轴A和短轴B的椭圆模型建模。所提出的方法对每个数据集具有高值,97%(数据集1),73%(数据集2),87%(数据集3)。然后将在跟踪CA的过程中使用该分段结果。

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