分而治之的可变形轮廓法

Xun Wang, William G. Wee
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引用次数: 1

摘要

提出了一种分而治之的变形轮廓法。一个初始的内部封闭轮廓被分割成几个片段,这些片段被允许单独变形,保持片段的连通性。针对每个轮廓段的移动,采用了一种可变形轮廓算法。使用最大面积阈值A/sub max/来阻止这些向外轮廓段的移动。然后识别清晰和模糊的轮廓点,并将整个轮廓重新划分为清晰、模糊和间隙段。然后将双向搜索方法递归地应用于每个,模糊或间隙段,直到寻求最终轮廓。此时,在等高线段内搜索等高线,以便搜索最内层的等高线。在任何时候,使用全局蛇形性能指标来查找每个局部轮廓段。实验表明,该方法克服了上述内部的不均匀性,能够将轮廓移动到解轮廓的邻近区域,并通过轮廓分割和重划分方案,使每个轮廓段搜索操作适应不同的局部困难,以搜索最终解。这些实验包括猪心脏的超声图像、MRI脑图像和MRI膝关节图像,这些图像具有复杂的形状和/或间隙,内部和轮廓区域亮度分布不均匀。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A divide and conquer deformable contour method
A divide and conquer strategy in the deformable contour method is presented. An initial inside closed contour is divided into segments, and these segments are allowed to deform separately preserving segments' connectivity. A deformable contour algorithm is adapted to each contour segment movement. A maximum area threshold, A/sub max/, is used to stop these outward contour segment marchings. Clear and blur contour points are then identified, and the whole contour is repartitioned into clear, blur, and gap segments. A bi-directional searching method is then recursively applied to each, blur, or gap segment until a final contour is sought. At this point, a search for contour within contour segment is undertaken so that the inner most contour can be searched. At all times, a global snake type performance index is used to find each local contour segment. Experiments have shown that the method has the capability of moving a contour into the neighboring region of the solution contour by overcoming all the above inhomogeneous interior, and of adapting each contour segment searching operation to different local difficulties, through a contour partition and repartition scheme in searching for a final solution. These experiments include ultrasound images of pig heart, MRI brain images, and MRI knee images having complex shapes and/or with gaps, inhomogeneous interior and contour region brightness distributions.
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