Intelligent identification of remnant ridge edges in region west of Yongxing Island, South China Sea

被引:0
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作者
Weiwei Wang
Jing Guo
Guanqiang Cai
Dawei Wang
机构
[1] China University of Petroleum,College of Information and Control Engineering
[2] Guangzhou Marine Geological Survey,Laboratory of Marine Geophysics & Geo
[3] Chinese Academy of Sciences,Resources, Institute of Deep
来源
关键词
geomorphology mapping; edge detection; image processing;
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中图分类号
学科分类号
摘要
Edge detection enables identification of geomorphologic unit boundaries and thus assists with geomorphical mapping. In this paper, an intelligent edge identification method is proposed and image processing techniques are applied to multi-beam bathymetry data. To accomplish this, a color image is generated by the bathymetry, and a weighted method is used to convert the color image to a gray image. As the quality of the image has a significant influence on edge detection, different filter methods are applied to the gray image for de-noising. The peak signal-to-noise ratio and mean square error are calculated to evaluate which filter method is most appropriate for depth image filtering and the edge is subsequently detected using an image binarization method. Traditional image binarization methods cannot manage the complicated uneven seafloor, and therefore a binarization method is proposed that is based on the difference between image pixel values; the appropriate threshold for image binarization is estimated according to the probability distribution of pixel value differences between two adjacent pixels in horizontal and vertical directions, respectively. Finally, an eight-neighborhood frame is adopted to thin the binary image, connect the intermittent edge, and implement contour extraction. Experimental results show that the method described here can recognize the main boundaries of geomorphologic units. In addition, the proposed automatic edge identification method avoids use of subjective judgment, and reduces time and labor costs.
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页码:118 / 128
页数:10
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