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Research Articles

Building change detection through multi-scale GEOBIA approach by integrating deep belief networks with fuzzy ontologies

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Pages 148-171 | Received 15 Jul 2015, Accepted 16 Feb 2016, Published online: 14 Mar 2016

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Read on this site (4)

Ting Bai, Le Wang, Dameng Yin, Kaimin Sun, Yepei Chen, Wenzhuo Li & Deren Li. (2023) Deep learning for change detection in remote sensing: a review. Geo-spatial Information Science 26:3, pages 262-288.
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Ahmad Fallatah, Simon Jones & David Mitchell. (2020) Object-based random forest classification for informal settlements identification in the Middle East: Jeddah a case study. International Journal of Remote Sensing 41:11, pages 4421-4445.
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Aluir Porfírio Dal Poz. (2018) Photogrammetric refinement of LiDAR-derived building roof contours. International Journal of Image and Data Fusion 9:3, pages 209-221.
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Argyros Argyridis & Demetre Argialas. (2017) GEOBIA-based identification of alluvial fans and bajadas through geomorphometry, image analysis and fuzzy ontology. International Journal of Image and Data Fusion 8:4, pages 309-331.
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Articles from other publishers (7)

Jichong Yin, Fang Wu, Yue Qiu, Anping Li, Chengyi Liu & Xianyong Gong. (2022) A Multiscale and Multitask Deep Learning Framework for Automatic Building Extraction. Remote Sensing 14:19, pages 4744.
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Song Gao, Wangbin Li, Kaimin Sun, Jinjiang Wei, Yepei Chen & Xuan Wang. (2022) Built-Up Area Change Detection Using Multi-Task Network with Object-Level Refinement. Remote Sensing 14:4, pages 957.
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Dawei Wen, Xin Huang, Francesca Bovolo, Jiayi Li, Xinli Ke, Anlu Zhang & Jon Atli Benediktsson. (2021) Change Detection From Very-High-Spatial-Resolution Optical Remote Sensing Images: Methods, applications, and future directions. IEEE Geoscience and Remote Sensing Magazine 9:4, pages 68-101.
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Rachid Hedjam, Abdelhamid Abdesselam & Farid Melgani. (2020) Change Detection in Unlabeled Optical Remote Sensing Data Using Siamese CNN. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13, pages 4178-4187.
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Rachid Hedjam, Abdelhamid Abdesselam & Farid Melgani. (2019) Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN. Change Detection from Unlabeled Remote Sensing Images Using SIAMESE ANN.
Sachit Rajbhandari, Jagannath Aryal, Jon Osborn, Arko Lucieer & Robert Musk. (2019) Leveraging Machine Learning to Extend Ontology-Driven Geographic Object-Based Image Analysis (O-GEOBIA): A Case Study in Forest-Type Mapping. Remote Sensing 11:5, pages 503.
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Yady Solano-Correa, Francesca Bovolo & Lorenzo Bruzzone. (2018) An Approach for Unsupervised Change Detection in Multitemporal VHR Images Acquired by Different Multispectral Sensors. Remote Sensing 10:4, pages 533.
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