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Snake法和GVF snake法进行颈动脉超声图像分割的比较

he comparison between the Snake and the GVF Snake in carotid ultrasound image segmentation

中文摘要英文摘要

目的:针对颈动脉超声图像,分析比较运用经典Snake和GVF snake确定颈动脉的内外轮廓边界,探讨适合颈动脉超声图像分割的方法。方法:将经典Snake和GVF snake作为分割工具,对38组颈动脉超声图像进行内外轮廓分割,实验过程中,根据分割的结果,不断地对两个模型的参数进行调整,使得两种分割方法的效果分别达到最优,最后比较两种分割方法的分割结果,选择收敛速度快、分割效果准确的方法。结果:当初始化轮廓非常贴近目标轮廓时,经典Snake和GVF snake均能获得较好的分割结果,但GVF snake的收敛速度快于经典Snake;当初始化轮廓距离目标轮廓较远时,经典Snake分割失败,而GVF snake仍可以得到准确的收敛结果。结论:对于简单的图像,经典Snake和GVF snake均能得到较好的分割结果;对于较复杂及边界凹陷的图像,GVF snake的分割效果明显优于经典Snake。

Objective Traditional snake and GVF snake are used to determine the internal and external contours of carotid ultrasound images. Compared the results of these two methods, an effective method is set up for the carotid ultrasound images segmentation. Methods Traditional snake and GVF snake were used to segment 38 groups of carotid ultrasound images. The parameters of these two models were adjusted to get optimal segmentation results. The segmentation results were compared. Results Both the traditional snake and the GVF snake resulted in satisfactory results when the initial contours were close to the contours of the objects, but the convergence rate of the GVF snake was faster than that of the traditional snake. The GVF snake also brought satisfactory results when the initial contours were far from the contours of the objects while the traditional snake failed. Conclusion Both the traditional snake and the GVF snake can result in satisfactory results in simple images segmentation. The GVF snake does better than the traditional snake in the segmentation of complex images with concaves.

杨鑫、金娇英、丁明跃、邱武

医学研究方法基础医学内科学

图像分割SnakeGVF snake颈动脉超声图

image segmentationsnakeGVF snakecarotid ultrasound images

杨鑫,金娇英,丁明跃,邱武.Snake法和GVF snake法进行颈动脉超声图像分割的比较[EB/OL].(2011-03-01)[2025-06-13].http://www.paper.edu.cn/releasepaper/content/201103-14.点此复制

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