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User interface for polyp annotation, segmentation, and measurement in 3D computed tomography colonography

机译:用于3D计算机断层扫描结肠造影术中息肉注释,分割和测量的用户界面

摘要

A method and system for providing a user interface for polyp annotation, segmentation, and measurement in computer tomography colonography (CTC) volumes is disclosed. The interface receives an initial polyp position in a CTC volume, and automatically segments the polyp based on the initial polyp position. In order to segment the polyp, a polyp tip is detected in the CTC volume using a trained 3D point detector. A local polar coordinate system is then fit to the colon surface in the CTC volume with the origin at the detected polyp tip. Polyp interior voxels and polyp exterior voxels are detected along each axis of the local polar coordinate system using a trained 3D box. A boundary voxel is detected on each axis of the local polar coordinate system based on the detected polyp interior voxels and polyp exterior voxels by boosted 1D curve parsing using a trained classifier. This results in a segmented polyp boundary. The segmented polyp is displayed in the user interface, and a user can modify the segmented polyp boundary using the interface. The interface can measure the size of the segmented polyp in three dimensions. The user can also use the interface for polyp annotation in CTC volumes.
机译:公开了一种用于提供用于在计算机断层摄影结肠造影术(CTC)体积中进行息肉注释,分割和测量的用户界面的方法和系统。界面接收CTC体积中的初始息肉位置,并根据初始息肉位置自动分割息肉。为了分割息肉,使用训练有素的3D点检测器在CTC体积中检测息肉尖端。然后将局部极坐标系统拟合到CTC体积中的结肠表面,其原点位于检测到的息肉尖端。使用受过训练的3D盒,沿着局部极坐标系统的每个轴检测息肉内部体素和息肉外部体素。通过使用训练有素的分类器进行增强的一维曲线解析,基于检测到的息肉内部体素和息肉外部体素,在局部极坐标系统的每个轴上检测边界体素。这导致分段的息肉边界。分割息肉显示在用户界面中,用户可以使用该界面修改分割息肉边界。该界面可以在三个维度上测量分段息肉的大小。用户还可以在CTC卷中使用该界面进行息肉注释。

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