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NGVF: An improved external force field for active contour model

机译:NGVF:用于活动轮廓模型的改进外力场

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An improved external force field for active contour model, called as NGVF, is presented in this paper. Based on analyzing the diffusion process of the GVF and three interpolation functions, it is found that the generation of GVF contains diffusions in two orthogonal directions along the edge of image, one is the tangent direction and the other is the normal direction. Moreover, the diffusion in the normal direction plays the key role on the diffusion of GVF, while the diffusion in the tangent direction has little effect. So the GVF in the normal direction (NGVF) is taken as a new force field to study. Experiment results with several test images reveal that, compared with GVF, NGVF can enter into long, thin indention and has faster convergence speed towards the concavity and bigger time step.
机译:本文提出了一种改进的主动轮廓模型外力场,称为NGVF。通过分析GVF的扩散过程和三个插值函数,发现GVF的生成包含沿图像边缘在两个正交方向上的扩散,一个是切线方向,另一个是法线方向。而且,法线方向的扩散对GVF的扩散起关键作用,而切线方向的扩散影响很小。因此,将法线方向上的GVF(NGVF)作为一个新的力场进行研究。多个测试图像的实验结果表明,与GVF相比,NGVF可以进入细长的凹痕,并且朝向凹面具有更快的收敛速度和更大的时间步长。

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