STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI

Building extraction from high resolution remote sensing images is a hot research topic in the field of photogrammetry and remote sensing. However, the diversity and complexity of buildings make building extraction methods still face challenges in terms of accuracy, efficiency, and so on. In this stu...

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Main Authors: Z. Ding, X. Q. Wang, Y. L. Li, S. S. Zhang
Format: Article
Language:English
Published: Copernicus Publications 2018-04-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3/283/2018/isprs-archives-XLII-3-283-2018.pdf
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spelling doaj-1e5a05ff47474f28928ce9c75b9243c82020-11-25T01:31:59ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342018-04-01XLII-328328710.5194/isprs-archives-XLII-3-283-2018STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBIZ. Ding0X. Q. Wang1Y. L. Li2S. S. Zhang3Key Laboratory of Spatial Data Mining & Information Sharing of Ministry of Education, National Eng.Research Center of satellite spatial information technology, Fuzhou University, ChinaKey Laboratory of Spatial Data Mining & Information Sharing of Ministry of Education, National Eng.Research Center of satellite spatial information technology, Fuzhou University, ChinaKey Laboratory of Spatial Data Mining & Information Sharing of Ministry of Education, National Eng.Research Center of satellite spatial information technology, Fuzhou University, ChinaKey Laboratory of Spatial Data Mining & Information Sharing of Ministry of Education, National Eng.Research Center of satellite spatial information technology, Fuzhou University, ChinaBuilding extraction from high resolution remote sensing images is a hot research topic in the field of photogrammetry and remote sensing. However, the diversity and complexity of buildings make building extraction methods still face challenges in terms of accuracy, efficiency, and so on. In this study, a new building extraction framework based on MBI and combined with image segmentation techniques, spectral constraint, shadow constraint, and shape constraint is proposed. In order to verify the proposed method, worldview-2, GF-2, GF-1 remote sensing images covered Xiamen Software Park were used for building extraction experiments. Experimental results indicate that the proposed method improve the original MBI significantly, and the correct rate is over 86 %. Furthermore, the proposed framework reduces the false alarms by 42 % on average compared to the performance of the original MBI.https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3/283/2018/isprs-archives-XLII-3-283-2018.pdf
collection DOAJ
language English
format Article
sources DOAJ
author Z. Ding
X. Q. Wang
Y. L. Li
S. S. Zhang
spellingShingle Z. Ding
X. Q. Wang
Y. L. Li
S. S. Zhang
STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
author_facet Z. Ding
X. Q. Wang
Y. L. Li
S. S. Zhang
author_sort Z. Ding
title STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI
title_short STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI
title_full STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI
title_fullStr STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI
title_full_unstemmed STUDY ON BUILDING EXTRACTION FROM HIGH-RESOLUTION IMAGES USING MBI
title_sort study on building extraction from high-resolution images using mbi
publisher Copernicus Publications
series The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
issn 1682-1750
2194-9034
publishDate 2018-04-01
description Building extraction from high resolution remote sensing images is a hot research topic in the field of photogrammetry and remote sensing. However, the diversity and complexity of buildings make building extraction methods still face challenges in terms of accuracy, efficiency, and so on. In this study, a new building extraction framework based on MBI and combined with image segmentation techniques, spectral constraint, shadow constraint, and shape constraint is proposed. In order to verify the proposed method, worldview-2, GF-2, GF-1 remote sensing images covered Xiamen Software Park were used for building extraction experiments. Experimental results indicate that the proposed method improve the original MBI significantly, and the correct rate is over 86 %. Furthermore, the proposed framework reduces the false alarms by 42 % on average compared to the performance of the original MBI.
url https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-3/283/2018/isprs-archives-XLII-3-283-2018.pdf
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