A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE
With the continuous development of laser scanning technology, the model reconstruction and information management system of architectural cultural heritage are gradually taking shape. Among them, point cloud segmentation of architectural cultural heritage is important for Historic Building Informati...
| Main Authors: | , , , , , |
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| Format: | Article |
| Language: | English |
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Copernicus Publications
2023-12-01
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| Series: | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| Online Access: | https://isprs-annals.copernicus.org/articles/X-1-W1-2023/247/2023/isprs-annals-X-1-W1-2023-247-2023.pdf |
| _version_ | 1797403692776816640 |
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| author | J. Zhao J. Zhao J. Zhao J. Zhao X. Hua X. Hua J. Yang J. Yang L. Yin L. Yin Z. Liu Z. Liu X. Wang X. Wang |
| author_facet | J. Zhao J. Zhao J. Zhao J. Zhao X. Hua X. Hua J. Yang J. Yang L. Yin L. Yin Z. Liu Z. Liu X. Wang X. Wang |
| author_sort | J. Zhao |
| collection | DOAJ |
| description | With the continuous development of laser scanning technology, the model reconstruction and information management system of architectural cultural heritage are gradually taking shape. Among them, point cloud segmentation of architectural cultural heritage is important for Historic Building Information Model (HBIM), disease extraction and analysis, heritage restoration and other research. This paper mainly focuses on the systematic analysis and summary of the point cloud segmentation of architectural cultural heritage, introduces related concepts, and summarizes the segmentation methods from three aspects: traditional methods, machine learning based on artificial features, and deep learning. In addition, this paper summarizes the evaluation metrics and public datasets of semantic segmentation commonly used today, and further elucidates the relevant applications after segmentation. Finally, this paper analyzes and prospects the main problems and future development trends. This review aims to provide a useful reference for relevant researchers in the field of architectural cultural heritage protection. |
| first_indexed | 2024-03-09T02:43:04Z |
| format | Article |
| id | doaj.art-309cdaf9a6d64b078216e77fb0675ded |
| institution | Directory Open Access Journal |
| issn | 2194-9042 2194-9050 |
| language | English |
| last_indexed | 2024-03-09T02:43:04Z |
| publishDate | 2023-12-01 |
| publisher | Copernicus Publications |
| record_format | Article |
| series | ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| spelling | doaj.art-309cdaf9a6d64b078216e77fb0675ded2023-12-05T23:58:05ZengCopernicus PublicationsISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences2194-90422194-90502023-12-01X-1-W1-202324725410.5194/isprs-annals-X-1-W1-2023-247-2023A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGEJ. Zhao0J. Zhao1J. Zhao2J. Zhao3X. Hua4X. Hua5J. Yang6J. Yang7L. Yin8L. Yin9Z. Liu10Z. Liu11X. Wang12X. Wang13School of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 102616, ChinaKey Laboratory of Urban Spatial Information, Ministry of Natural Resources, Beijing 102616, ChinaBeijing Key Laboratory of Fine Reconstruction and Health Monitoring of Architectural Heritage, Beijing 102616, ChinaState Key Laboratory of Surveying, Mapping and Remote Sensing Information Engineering, Wuhan University, Wuhan 430072, ChinaSchool of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 102616, ChinaBeijing Key Laboratory of Fine Reconstruction and Health Monitoring of Architectural Heritage, Beijing 102616, ChinaSchool of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 102616, ChinaBeijing Key Laboratory of Fine Reconstruction and Health Monitoring of Architectural Heritage, Beijing 102616, ChinaSchool of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 102616, ChinaBeijing Key Laboratory of Fine Reconstruction and Health Monitoring of Architectural Heritage, Beijing 102616, ChinaSchool of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 102616, ChinaBeijing Key Laboratory of Fine Reconstruction and Health Monitoring of Architectural Heritage, Beijing 102616, ChinaSchool of Geomatics and Urban Spatial Informatics, Beijing University of Civil Engineering and Architecture, Beijing 102616, ChinaBeijing Key Laboratory of Fine Reconstruction and Health Monitoring of Architectural Heritage, Beijing 102616, ChinaWith the continuous development of laser scanning technology, the model reconstruction and information management system of architectural cultural heritage are gradually taking shape. Among them, point cloud segmentation of architectural cultural heritage is important for Historic Building Information Model (HBIM), disease extraction and analysis, heritage restoration and other research. This paper mainly focuses on the systematic analysis and summary of the point cloud segmentation of architectural cultural heritage, introduces related concepts, and summarizes the segmentation methods from three aspects: traditional methods, machine learning based on artificial features, and deep learning. In addition, this paper summarizes the evaluation metrics and public datasets of semantic segmentation commonly used today, and further elucidates the relevant applications after segmentation. Finally, this paper analyzes and prospects the main problems and future development trends. This review aims to provide a useful reference for relevant researchers in the field of architectural cultural heritage protection.https://isprs-annals.copernicus.org/articles/X-1-W1-2023/247/2023/isprs-annals-X-1-W1-2023-247-2023.pdf |
| spellingShingle | J. Zhao J. Zhao J. Zhao J. Zhao X. Hua X. Hua J. Yang J. Yang L. Yin L. Yin Z. Liu Z. Liu X. Wang X. Wang A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences |
| title | A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE |
| title_full | A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE |
| title_fullStr | A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE |
| title_full_unstemmed | A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE |
| title_short | A REVIEW OF POINT CLOUD SEGMENTATION OF ARCHITECTURAL CULTURAL HERITAGE |
| title_sort | review of point cloud segmentation of architectural cultural heritage |
| url | https://isprs-annals.copernicus.org/articles/X-1-W1-2023/247/2023/isprs-annals-X-1-W1-2023-247-2023.pdf |
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