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Fast Automatic Multi-atlas Segmentation of the Prostate from 3D MR Images

机译:从3D MR图像快速自动对前列腺进行多图集分割

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摘要

A fast fully automatic method of segmenting the prostate from 3D MR scans is presented, incorporating dynamic multi-atlas label fusion. The diffeomorphic demons method is used for non-rigid registration and a comparison of alternate metrics for atlas selection is presented. A comparison of results from an average shape atlas and the multi-atlas approach is provided. Using the same clinical dataset and manual contours from 50 clinical scans as Klein et al. (2008) a median Dice similarity coefficient of 0.86 was achieved with an average surface error of 2.00mm using the multi-atlas segmentation method.
机译:提出了一种从3D MR扫描中分割前列腺的快速全自动方法,该方法结合了动态多图谱标签融合技术。变态恶魔方法用于非刚性配准,并比较了地图集选择的替代度量。提供了平均形状图集和多图集方法的结果比较。使用与Klein等人相同的临床数据集和来自50次临床扫描的手动轮廓。 (2008年)使用多图集分割方法获得的平均Dice相似系数为0.86,平均表面误差为2.00mm。

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