Astor盆地碎屑覆盖冰川的测绘:一种基于对象的图像分析方法

F. Ahmad, M. Baig
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引用次数: 1

摘要

冰川上的碎屑基本上阻碍了遥感数据对冰川的测绘。将光学卫星数据与数字高程模型(DEM)数据相结合,提出了一种用于Astor盆地碎屑覆盖冰川的半自动制图方法。强大而有效的基于像素的波段比已被证明可以精确地自然勾勒出干净的冰川冰,然而,由于其光谱与邻近景观相似,这种分类算法在描绘碎片覆盖的冰方面存在局限性。基于目标的图像分析(OBIA)已成为遥感领域的另一种检测策略。它提供了一个系统来过滤掉无用的细节,并将细节的其他部分整合到单个对象中,尽管它也允许使用上下文、形状、纹理和层次原则来对图像进行分类。利用2010 - 2017年获得的Landsat 7、8影像和先进陆地观测卫星(ALOS)获取的数字高程模型(DEM),对阿斯特盆地的冰上碎屑覆盖、雪覆盖冰川和冰川进行了地图绘制。所提供的方法利用可自由获取的合理分辨率Landsat OLI和ALOS数据,证明了它们的有效性。然而,越来越多的高分辨率图像的可用性,改进的质量和最新的数字地形数据掌握了增强OBIA方法的图像分割和分类的潜力。
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Mapping of debris-covered glaciers in Astor basin: an object-based image analysis approach
Supraglacial debris essentially hamper the mapping of ice glaciers by remote sensing data. A semi-automatic approach for the mapping of debris covered glaciers in Astor Basin was applied, which combines the inputs from optical satellite data and the digital elevation model (DEM) data. Strong and effective pixel-based band ratios have turned out to be precise for naturally outlining clean glacier ice, however such classifications algorithm exhibit limitations in delineating debriscovered ice because of its spectral resemblance with adjacent landscape. Object based image analysis (OBIA) has risen as another examination strategy inside remote sensing. It gives a system to filter out worthless details and integrate other parts of detail into a single object, although it is also allowing contextual, shape, textural and, hierarchical principles to be used to classify imagery. Supraglacial debris-covered, snow covered glaciers and glaciated ice in Astor Basin were mapped by using Landsat 7,8 imageries gained from 2010 to 2017 and a digital elevation model (DEM) acquired from Advanced Land Observing Satellite (ALOS).The methods offered recognized their usefulness using freely accessible reasonable resolution Landsat OLI and ALOS data. Yet, the increasing availability of high resolution imageries, improved quality and the latest digital terrain data grip the potential of enhanced image segmentation and classification from OBIA approaches.
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