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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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 |
work_keys_str_mv |
AT zding studyonbuildingextractionfromhighresolutionimagesusingmbi AT xqwang studyonbuildingextractionfromhighresolutionimagesusingmbi AT ylli studyonbuildingextractionfromhighresolutionimagesusingmbi AT sszhang studyonbuildingextractionfromhighresolutionimagesusingmbi |
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1725084059962441728 |