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高分辨率遥感影像的形态学房屋指数模型

Morphological Building Index for Automatic Building Detection from High-Resolution Imagery

中文摘要英文摘要

随着高分辨率空间对地观测技术迅速发展,高分辨率遥感在城市发展评估、土地利用等多方面正发挥着巨大作用。房屋作为城市的主体,它的识别提取对于城市规划、城市监测等领域都具有重要的现实意义。本文以数学形态学为基础,将高分辨率遥感影像中房屋的亮度、类矩、各向同性等光谱-结构特点,用粒度、差分、顶帽变换、重建等形态学算子表示,提出了一种形态学房屋指数(MBI, Morphological Building Index)。MBI最大的特点是能快速、准确、自动的标注高分辨率影像的房屋。因此,MBI的研究对于国情监测、大数据信息滤波具有重要的理论和应用价值。 本文在描述MBI模型的基础上,通过大量实验证明了其自动化和准确性。如:IKONOS澳大利亚港口、Worldview-2的武汉、杭州、QuickBird武汉等多个地区不同传感器的大量实验,得到房屋提取的精度均在85%以上,Worldview-2杭州地区甚至能达到90%以上。同时,本文提出了一系列MBI改进算法,最大值法、方向计数法等,完善了形态学房屋指数模型,取得了较好的效果。

he space observation technology which combined with high-resolution images develops rapidly,and plays a significant role in urban development evaluation, land use and other aspects.As the fundamental elements of the city, identification and extraction of buildings are important to urban planning, urban monitoring and other aspects.In this paper, mathematical morphology is studied. By considering the characteristics of the buildings in the high-resolution image such as brightness, shape, directionality, etc, we proposed a novel morphology building index (MBI) for automatic building extraction based on mathematical morphology, used morphology operators as granulometry, differential, top-hat, reconstruction. The best characteristic of MBI is that MBI algorithm can quickly, precisely and automatically extract buildings. Therefore, MBI has a great value in urban monitoring, big data information filter, etc. Based on the MBI model, large amount of images have been processed, it stated that MBI can automatic and accurate for building extraction. Such as: IKONOS Harbor of Australia, Worldview-2 Wuhan, Hangzhou, QuickBird Wuhan, etc, all can give more than 85% overall accuracy,Worldview-2 Hangzhou dataset even can obtain 90% overall accuracy. In this paper, improved MBI algorithms such as: max algorithm, directional algorithm have been proposed, complete the MBI model, and also have great accuracy.

黄昕、郭诗韵

建筑基础科学工程设计、工程测绘测绘学

高分辨率遥感影像数学形态学房屋提取形态学房屋指数

High-resolution Remote Sensing ImagesMathematical MorphologyMorphology Building IndexBuilding Extraction

黄昕,郭诗韵.高分辨率遥感影像的形态学房屋指数模型[EB/OL].(2014-07-15)[2025-08-06].http://www.paper.edu.cn/releasepaper/content/201407-175.点此复制

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