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SEGMENTATION OF CARDIAC MAGNETIC RESONANCE (CMR) IMAGES USING A MEMORY PERSISTENCE APPROACH

机译:使用记忆持久性方法对心脏磁共振(CMR)图像进行分段

摘要

A method is proposed for identifying an anatomical structure within a spatial-temporal image (i.e. a series of frames captured as respective times). A current frame of spatial-temporal medical image is processed using information from one or more previous and/or subsequent temporal frames, to aid in the segmentation of an object or a region of interest (ROI) in a current frame. The invention is applicable to both two- and three-dimensional spatial-temporal images (i.e., 2D+time or 3D+time), and in particular to cardiac magnetic resonance (CMR images). An initialisation process for this method segments the left ventricle (LV) in a CMR image by a fuzzy c-means (FCM) clustering algorithm which employs a circular shape function as part of the definition of the dissimilarity measure.
机译:提出了一种用于识别时空图像(即,被捕获为相应时间的一系列帧)内的解剖结构的方法。使用来自一个或多个先前和/或随后的时间帧的信息来处理时空医学图像的当前帧,以帮助分割当前帧中的对象或感兴趣区域(ROI)。本发明可应用于二维和三维时空图像(即2D +时间或3D +时间),并且尤其适用于心脏磁共振(CMR图像)。此方法的初始化过程通过模糊c均值(FCM)聚类算法对CMR图像中的左心室(LV)进行分割,该算法采用圆形函数作为相异性度量定义的一部分。

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