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B-spline snakes: a flexible tool for parametric contour detection

机译:B样条蛇:用于参数轮廓检测的灵活工具

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We present a novel formulation for B-spline snakes that can be used as a tool for fast and intuitive contour outlining. We start with a theoretical argument in favor of splines in the traditional formulation by showing that the optimal, curvature-constrained snake is a cubic spline, irrespective of the form of the external energy field. Unfortunately, such regularized snakes suffer from slow convergence speed because of a large number of control points, as well as from difficulties in determining the weight factors associated to the internal energies of the curve. We therefore propose an alternative formulation in which the intrinsic scale of the spline model is adjusted a priori; this leads to a reduction of the number of parameters to be optimized and eliminates the need for internal energies (i.e., the regularization term). In other words, we are now controlling the elasticity of the spline implicitly and rather intuitively by varying the spacing between the spline knots. The theory is embedded into a multiresolution formulation demonstrating improved stability in noisy image environments. Validation results are presented, comparing the traditional snake using internal energies and the proposed approach without internal energies, showing the similar performance of the latter. Several biomedical examples of applications are included to illustrate the versatility of the method.
机译:我们提出了一种B样条蛇的新颖配方,可用作快速直观的轮廓勾画的工具。我们从理论上支持传统样条中的样条开始,通过证明最佳的,受曲率约束的蛇形是三次样条,而与外部能量场的形式无关。不幸的是,由于大量的控制点,这种正则化蛇的收敛速度较慢,并且难以确定与曲线的内部能量相关的权重因子。因此,我们提出了一种替代方法,其中先验地调整样条模型的内在尺度。这导致要优化的参数数量减少,并消除了对内部能量(即正则项)的需求。换句话说,我们现在通过改变花键结之间的间距来隐式且直观地控制花键的弹性。该理论被嵌入到多分辨率公式中,以证明在嘈杂的图像环境中具有更高的稳定性。提出了验证结果,将使用内部能量的传统蛇与不使用内部能量的拟议方法进行了比较,显示了后者的相似性能。包括几个应用程序的生物医学示例,以说明该方法的多功能性。

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