Cargando…
Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint
A novel adaptive morphological attribute profile under object boundary constraint (AMAP–OBC) method is proposed in this study for automatic building extraction from high-resolution remote sensing (HRRS) images. By investigating the associated attributes in morphological attribute profiles (MAPs), th...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6749276/ https://www.ncbi.nlm.nih.gov/pubmed/31470563 http://dx.doi.org/10.3390/s19173737 |
_version_ | 1783452240167567360 |
---|---|
author | Wang, Chao Shen, Yi Liu, Hui Zhao, Kaiguang Xing, Hongyan Qiu, Xing |
author_facet | Wang, Chao Shen, Yi Liu, Hui Zhao, Kaiguang Xing, Hongyan Qiu, Xing |
author_sort | Wang, Chao |
collection | PubMed |
description | A novel adaptive morphological attribute profile under object boundary constraint (AMAP–OBC) method is proposed in this study for automatic building extraction from high-resolution remote sensing (HRRS) images. By investigating the associated attributes in morphological attribute profiles (MAPs), the proposed method establishes corresponding relationships between AMAP–OBC and building characteristics in HRRS images. In the preprocessing step, the candidate object set is extracted by a group of rules for screening of non-building objects. Second, based on the proposed adaptive scale parameter extraction and object boundary constraint strategies, AMAP–OBC is conducted to obtain the initial building set. Finally, a further identification strategy with adaptive threshold combination is proposed to obtain the final building extraction results. Through experiments of multiple groups of HRRS images from different sensors, the proposed method shows outstanding performance in terms of automatic building extraction from diverse geographic objects in urban scenes. |
format | Online Article Text |
id | pubmed-6749276 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-67492762019-09-27 Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint Wang, Chao Shen, Yi Liu, Hui Zhao, Kaiguang Xing, Hongyan Qiu, Xing Sensors (Basel) Article A novel adaptive morphological attribute profile under object boundary constraint (AMAP–OBC) method is proposed in this study for automatic building extraction from high-resolution remote sensing (HRRS) images. By investigating the associated attributes in morphological attribute profiles (MAPs), the proposed method establishes corresponding relationships between AMAP–OBC and building characteristics in HRRS images. In the preprocessing step, the candidate object set is extracted by a group of rules for screening of non-building objects. Second, based on the proposed adaptive scale parameter extraction and object boundary constraint strategies, AMAP–OBC is conducted to obtain the initial building set. Finally, a further identification strategy with adaptive threshold combination is proposed to obtain the final building extraction results. Through experiments of multiple groups of HRRS images from different sensors, the proposed method shows outstanding performance in terms of automatic building extraction from diverse geographic objects in urban scenes. MDPI 2019-08-29 /pmc/articles/PMC6749276/ /pubmed/31470563 http://dx.doi.org/10.3390/s19173737 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Wang, Chao Shen, Yi Liu, Hui Zhao, Kaiguang Xing, Hongyan Qiu, Xing Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint |
title | Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint |
title_full | Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint |
title_fullStr | Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint |
title_full_unstemmed | Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint |
title_short | Building Extraction from High–Resolution Remote Sensing Images by Adaptive Morphological Attribute Profile under Object Boundary Constraint |
title_sort | building extraction from high–resolution remote sensing images by adaptive morphological attribute profile under object boundary constraint |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6749276/ https://www.ncbi.nlm.nih.gov/pubmed/31470563 http://dx.doi.org/10.3390/s19173737 |
work_keys_str_mv | AT wangchao buildingextractionfromhighresolutionremotesensingimagesbyadaptivemorphologicalattributeprofileunderobjectboundaryconstraint AT shenyi buildingextractionfromhighresolutionremotesensingimagesbyadaptivemorphologicalattributeprofileunderobjectboundaryconstraint AT liuhui buildingextractionfromhighresolutionremotesensingimagesbyadaptivemorphologicalattributeprofileunderobjectboundaryconstraint AT zhaokaiguang buildingextractionfromhighresolutionremotesensingimagesbyadaptivemorphologicalattributeprofileunderobjectboundaryconstraint AT xinghongyan buildingextractionfromhighresolutionremotesensingimagesbyadaptivemorphologicalattributeprofileunderobjectboundaryconstraint AT qiuxing buildingextractionfromhighresolutionremotesensingimagesbyadaptivemorphologicalattributeprofileunderobjectboundaryconstraint |