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Segmentation and segment connection of obstructed colon

机译:梗阻性结肠的分割和节段连接

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Segmentation of colon CT images is the main factor that inhibits automation of virtual colonoscopy. There are two main reasons that make efficient colon segmentation difficult. First, besides the colon, the small bowel, lungs, and stomach are also gas-filled organs in the abdomen. Second, peristalsis or residual feces often obstruct the colon, so that it consists of multiple gas-filled segments. In virtual colonoscopy, it is very useful to automatically connect the centerlines of these segments into a single colon centerline. Unfortunately, in some cases this is a difficult task. In this study a novel method for automated colon segmentation and connection of colon segments' centerlines is proposed. The method successfully combines features of segments, such as centerline and thickness, with information on main colon segments. The results on twenty colon cases show that the method performs well in cases of small obstructions of the colon. Larger obstructions are mostly also resolved properly, especially if they do not appear in the sigmoid part of the colon. Obstructions in the sigmoid part of the colon sometimes cause improper classification of the small bowel segments. If a segment is too small, it is classified as the small bowel segment. However, such misclassifications have little impact on colon analysis.
机译:结肠CT图像的分割是阻碍虚拟结肠镜检查自动化的主要因素。造成有效结肠分割困难的主要原因有两个。首先,除了结肠外,小肠,肺和胃也是腹部的充气器官。其次,蠕动或残留的粪便经常阻塞结肠,因此它由多个充满气体的部分组成。在虚拟结肠镜检查中,将这些段的中心线自动连接到单个结肠中心线非常有用。不幸的是,在某些情况下,这是一项艰巨的任务。在这项研究中,提出了一种自动进行结肠分割和结肠段中心线连接的新方法。该方法成功地将片段的特征(例如中心线和厚度)与主要结肠片段的信息结合在一起。二十例结肠病例的结果表明,该方法在结肠梗阻较小的情况下效果良好。较大的梗阻通常也可以得到适当解决,特别是如果它们未出现在结肠的乙状结肠部分中。结肠的乙状结肠部分的阻塞有时会导致小肠段的分类不正确。如果段太小,则将其分类为小肠段。但是,这种错误分类对结肠分析几乎没有影响。

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