标题:A New Approach to Line Simplification Based on Image Processing: A Case Study of Water Area Boundaries
作者: Shen, YL (Shen, Yilang); Ai, TH (Ai, Tinghua); He, YK (He, Yakun)
来源出版物:ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION卷:7期:2文献编号:41 DOI: 10.3390/ijgi7020041 出版年:FEB 2018
摘要:Line simplification is an important component of map generalization. In recent years, algorithms for line simplification have been widely researched, and most of them are based on vector data. However, with the increasing development of computer vision, analysing and processing information from unstructured image data is both meaningful and challenging. Therefore, in this paper, we present a new line simplification approach based on image processing (BIP), which is specifically designed for raster data. First, the key corner points on a multi-scale image feature are detected and treated as candidate points. Then, to capture the essence of the shape within a given boundary using the fewest possible segments, the minimum-perimeter polygon (MPP) is calculated and the points of the MPP are defined as the approximate feature points. Finally, the points after simplification are selected from the candidate points by comparing the distances between the candidate points and the approximate feature points. An empirical example was used to test the applicability of the proposed method. The results showed that (1) when the key corner points are detected based on a multi-scale image feature, the local features of the line can be extracted and retained and the positional accuracy of the proposed method can be maintained well; and (2) by defining the visibility constraint of geographical features, this method is especially suitable for simplifying water areas as it is aligned with people's visual habits.
入藏号:WOS:000427524600004
文献类型:Article
语种:English
作者关键词: line element; simplification; cartographic generalization; water areas; image
扩展关键词: CORNER DETECTION; SCALE-SPACE; CURVES; POLYLINES; ALGORITHM; FEATURES
通讯作者地址:Ai, TH (reprint author), Wuhan Univ, Sch Resource & Environm Sci, Wuhan 430079, Hubei, Peoples R China.
电子邮件地址:yilangshen@whu.edu.cn; tinghuaai@whu.edu.cn; hyk1990@whu.edu.cn
地址:[Shen, Yilang; Ai, Tinghua; He, Yakun] Wuhan Univ, Sch Resource & Environm Sci, Wuhan 430079, Hubei, Peoples R China.
影响因子:1.502
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