Application in Stomach Epidermis Tumors Segmentation by GVF Snake Model

Z. Hongbin, Liu Guangli
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引用次数: 4

Abstract

GVF snake model means gradient vector flow snake model. It is a representative of the active contour model and it has been used to solve image segmentation for some conglutinated images. GVF snake model is also a new accurate arithmetic to obtain the boundary of the object edge especially for those stomach epidermis tumors which have several conglutinated areas. As the first step of this arithmetic, many pretreatment processes are necessary such as the gauss blur and the edge mapping to get the clearer image boundary before starting the image segmentation. The next step after pretreatment processes is calculating the GVF outside force field which makes the snake move quicker to the object boundary after the initial points been selected. The experiments also show that as the key parameter of GVF snake model, mu must be set below 0.3 in order to get better segmentation results, otherwise the snake cannot move closer to the object boundary because the GVF outside force field dies down.
GVF Snake模型在胃表皮肿瘤分割中的应用
GVF蛇形模型即梯度矢量流蛇形模型。它是活动轮廓模型的代表,已被用于解决一些粘连图像的分割问题。对于具有多个粘连区域的胃表皮肿瘤,GVF蛇形模型是一种新的精确的目标边缘边界获取算法。作为该算法的第一步,在开始图像分割之前,需要进行高斯模糊和边缘映射等预处理,以获得更清晰的图像边界。预处理后的下一步是计算GVF外力场,使蛇在初始点选定后更快地向目标边界移动。实验还表明,作为GVF snake模型的关键参数,mu必须设置在0.3以下才能获得较好的分割效果,否则由于GVF外力场减弱,snake无法向目标边界靠近。
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