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A Variable Parameter Parametric Snake Method

机译:变参数参蛇法

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In this paper, we introduce a new approach to parametric snake method by using variable snake parameters. Adopting fixed parameter values for all points of the snake, as usual, constitutes by itself a limitation that leads to poor performances in terms of convergence and tracking properties. A more adapted choice should be the one that allows selection depending on the image region properties as on the contour shape and position. However, such variability is not an easy task in general and a precise method need to be defined to assure contour point dependent tuning at iterations. We were particularly interested in applying this idea to the recently presented parametric method. In the work mentioned, an attraction term is used to improve the convergence of the standard parametric snake without a significant increase in computational load. We show here, that improved performances can ensue from applying variable parameter concepts. For this purpose, the method is first analyzed and then a procedure is developed to assure an automatic variable parameter tuning. The interest of our approach is illustrated through object segmentation results.
机译:在本文中,我们通过使用可变的蛇形参数介绍了一种新的参数化蛇形方法。像往常一样,对蛇的所有点采用固定的参数值本身就构成了局限性,导致收敛和跟踪特性方面的性能较差。一种更合适的选择应该是允许根据图像区域属性(如轮廓形状和位置)进行选择的选择。但是,这种可变性通常不是一件容易的事,需要定义一种精确的方法来确保迭代时依赖轮廓点的调整。我们对将这种想法应用于最近提出的参数方法特别感兴趣。在提到的工作中,使用吸引项来改善标准参数蛇的收敛性,而不会显着增加计算负荷。我们在这里表明,通过应用可变参数概念可以提高性能。为此,首先分析该方法,然后开发程序以确保自动可变参数调整。通过对象分割结果可以说明我们方法的兴趣。

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