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运用GVF Snake算法提取水域的不规则边界
引用本文:朱述龙,孟伟灿,朱宝山.运用GVF Snake算法提取水域的不规则边界[J].遥感学报,2013,17(4):742-758.
作者姓名:朱述龙  孟伟灿  朱宝山
作者单位:解放军信息工程大学测绘学院遥感信息工程系
摘    要:GVF Snake是一种改进型主动轮廓提取算法。本文在详细介绍GVF Snake原理的基础上,重点对GVF Snake的内、外部约束力在边界提取中的作用以及初始边界对提取结果的影响进行了实验研究,提出了初始边界和内部约束力权值的合理设置方法,设计并实现了交互式GVF Snake算法,并用于提取遥感影像上水域的不规则边界。该算法采用种子点区域生长法自动给出水域的初始边界,采用人机交互法设置内部约束力权值,然后运用GVF Snake算法搜索水域的实际边界。实验表明:对于形状极不规则的水域,交互式GVF Snake算法也能方便、快速、准确地获取其边界。

关 键 词:GVF  Snake算法,内部约束力,外部约束力,约束力权值,不规则边界,初始边界,边界提取
收稿时间:2012/5/31 0:00:00
修稿时间:2012/8/14 0:00:00

Irregular water boundary extraction using GVF snake
ZHU Shulong,MENG Weican and ZHU Baoshan.Irregular water boundary extraction using GVF snake[J].Journal of Remote Sensing,2013,17(4):742-758.
Authors:ZHU Shulong  MENG Weican and ZHU Baoshan
Institution:PLA Information Engineering University, Zhengzhou 450052, China;PLA Information Engineering University, Zhengzhou 450052, China;PLA Information Engineering University, Zhengzhou 450052, China
Abstract:The active contour extraction algorithm, which uses the Gradient Vector Flow (GVF) field as its external force, is called a GVF snake. This paper first introduces the principle of the GVF snake. Then, the role of the GVF snake's internal and external forces, and the impact of the initial boundary on the result is investigated. After that, a reasonable solution is proposed for the GVF snake initialization and weighting parameter determination. Finally, an interactive GVF snake algorithm is designed and applied to extract irregular water boundaries from remotely-sensed images. In this algorithm, the initial boundary is acquired using the region growing algorithm based on seed pixels, and the weighting parameters are determined interactively. The real boundary is obtained using the GVF snake algorithm. The experiments show that the interactive GVF snake algorithm can extract the water boundary easily, fast and accurately, even if it is very irregular.
Keywords:GVF snake algorithm  Internal force  External force  Weighting parameter  Irregular water boundary  Initial boundary  Boundary extraction
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