极性活动等值线的sobolev型度量

Maximilian Baust, A. Yezzi, Gözde B. Ünal, Nassir Navab
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引用次数: 8

摘要

极地物体表示已被证明是许多医学以及其他计算机视觉应用(如交互式图像分割或跟踪)的强大形状模型。受最近关于Sobolev活动轮廓的工作的启发,我们导出了极坐标曲线的Sobolev型函数空间。这个所谓的极空间被赋予了一个度量,使我们能够倾向于原点平移和尺度变化,而不是曲线的平滑变形。此外,所得到的曲线流继承了Sobolev活动轮廓的粗到精行为,因此对局部极小值具有很强的鲁棒性。这些特性使所得到的极性活性轮廓成为许多医学应用的强大分割工具,例如横截面血管分割、动脉瘤分析或细胞跟踪。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Sobolev-type metric for polar active contours
Polar object representations have proven to be a powerful shape model for many medical as well as other computer vision applications, such as interactive image segmentation or tracking. Inspired by recent work on Sobolev active contours we derive a Sobolev-type function space for polar curves. This so-called polar space is endowed with a metric that allows us to favor origin translations and scale changes over smooth deformations of the curve. Moreover, the resulting curve flow inherits the coarse-to-fine behavior of Sobolev active contours and is thus very robust to local minima. These properties make the resulting polar active contours a powerful segmentation tool for many medical applications, such as cross-sectional vessel segmentation, aneurysm analysis, or cell tracking.
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