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Accelerating active contour algorithms with the Gradient Diffusion Field

机译:使用梯度扩散场加速有源轮廓算法

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Active contours were proposed by Kass et al. as a way to represent the contours of an image. Although the method is simple, one of its shortcomings is its inability to converge into concave structures. The Gradient Vector Flow (GVF) algorithm was put forth by Xu and Prince to succesfully address the concave structure problem. Although there has been much research into GVF, little has been done to reduce its computation time, which makes it unsuitable for applications requiring real-time processing of images. In this paper, we propose a method for computing an approximation of the GVF, called the Gradient Diffusion Field (GDF), which exhibits the same useful properties of the GVF but converges faster and requires less resources for implementation. Our proposed method is also more amenable for real-time hardware and we outline a method for implementing an active contour algorithm in FPGA hardware using the GDF.
机译:Kass等人提出了活跃的轮廓。作为代表图像轮廓的方式。虽然该方法很简单,但其中一个缺点是它无法收敛到凹形结构中。 Xu和Prince提出了梯度向量流(GVF)算法,以成功地解决凹形结构问题。虽然对GVF有很多研究,但已经完成了很少的时间来减少其计算时间,这使得它不适合需要实时处理图像的应用。在本文中,我们提出了一种用于计算GVF的近似的方法,称为梯度扩散场(GDF),其表现出GVF的相同有用的特性,但收敛更快并且需要更少的资源来实现。我们所提出的方法对于实时硬件也更为适用,并且我们概述了一种使用GDF在FPGA硬件中实现活动轮廓算法的方法。

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