Automatic delineation of water bodies using Corine data from remotely sensed images

IF 0.4 4区 社会学 Q4 GEOGRAPHY Geodetski Vestnik Pub Date : 2022-01-01 DOI:10.15292/geodetski-vestnik.2022.03.387-402
Dilek Küçük Matcı
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引用次数: 0

Abstract

Water resources is crucial for the continuity of life. Therefore, mapping water resources is required. Successful analysis of remotely sensed images can provide reliable information for water researches. However, it is very complex process to ensure that the maps created are not affected by shadows, cloud or other noise. In addition, it is necessary to successfully map all water types in various geographies. It is important that the method used is practical so that scientists who are not image analysts can use the large data pool provided by satellite images. In this paper, a novel algorithm for water body extraction from Landsat imagery is proposed. In this method, Corine data are used as auxiliary data to automatically generate training data. Four study areas with different characteristics, from different parts of the world, are used to test the proposed method. The results obtained are compared with other automatic classification methods.
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利用遥感影像的Corine数据自动圈定水体
水资源对生命的延续至关重要。因此,需要对水资源进行测绘。遥感影像的成功分析可以为水资源研究提供可靠的信息。然而,这是一个非常复杂的过程,以确保创建的地图不受阴影,云或其他噪音的影响。此外,有必要成功地绘制不同地理位置的所有水类型。重要的是,使用的方法是实用的,这样不是图像分析人员的科学家就可以使用卫星图像提供的大量数据池。提出了一种从陆地卫星图像中提取水体的新算法。该方法采用Corine数据作为辅助数据,自动生成训练数据。采用来自世界不同地区的四个具有不同特征的研究区域对所提出的方法进行了测试。并将所得结果与其他自动分类方法进行了比较。
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来源期刊
Geodetski Vestnik
Geodetski Vestnik GEOGRAPHY-
CiteScore
1.00
自引率
33.30%
发文量
10
审稿时长
12 weeks
期刊介绍: Zveza geodetov Slovenije v skladu s svojim poslanstvom in s svojim statutom, izdaja znanstveno, strokovno in informativno glasilo Geodetski vestnik. Izhaja v nakladi 1200 izvodov. Objavlja znanstvene, strokovne in poljudno strokovne prispevke ter informacije. Revija je dostopna v večjem številu sekundarnih podatkovnih baz po svetu in mnogih knjižnicah. Od leta 2008 je vključena v Thomson Scientific bazo podatkov SCI. Cena izvoda revije je za nečlane 17 Evrov.
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