Lake edge detection using Canny algorithm and Otsu thresholding

B. Setiawan, A. Rusydi, Koko Pradityo
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引用次数: 19

Abstract

Change that is happened to the lake can have implication to its surrounding. Monitoring the change can be done remotely by using remote sensing images. To do it automatically, we first need to detect the lake region in the images, then gain the edges between water and land area. This research aims to implement the Canny edge detection method, combining with Otsu thresholding to detect the edges. Otsu thresholding is used to gain threshold value for Canny Method. In result, some edges are well detected, but some others are missed. Some of the false detected edges are gained from thresholding process, where shadow or dark pixel area which have nearly same color as water, are also detected as water.
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基于Canny算法和Otsu阈值法的湖泊边缘检测
发生在湖泊上的变化可能会对周围环境产生影响。监测变化可以通过使用遥感图像远程完成。为了实现自动检测,我们首先需要检测图像中的湖泊区域,然后获得水与陆地区域之间的边缘。本研究的目的是实现Canny边缘检测方法,结合Otsu阈值法对边缘进行检测。Canny方法采用Otsu阈值法获取阈值。结果,有些边缘被很好地检测到,但有些边缘被遗漏了。一些错误检测的边缘是通过阈值处理获得的,其中阴影或暗像素区域与水的颜色几乎相同,也被检测为水。
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