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International Journal of Remote Sensing Volume 41, 2020 - Issue 17
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Research Article

Building extraction from VHR remote sensing imagery by combining an improved deep convolutional encoder-decoder architecture and historical land use vector map

Wenqing Fenga State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing, Wuhan University, Wuhan, ChinaView further author information
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Haigang Suia State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing, Wuhan University, Wuhan, China;b Collaborative Innovation Center of Geospatial Technology, Wuhan University, Wuhan, ChinaCorrespondence[email protected]
View further author information
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Li Huac College of Resources and Environment, Huazhong Agricultural University, Wuhan, ChinaView further author information
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Chuan Xua State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing, Wuhan University, Wuhan, ChinaView further author information
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Guorui Maa State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing, Wuhan University, Wuhan, ChinaView further author information
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Weiming Huangd Department of Physical Geography and Ecosystem Science, Lund University, Lund, SwedenORCID Iconhttps://orcid.org/0000-0002-3208-4208View further author information
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Pages 6595-6617 | Received 22 May 2019, Accepted 23 Feb 2020, Published online: 17 Jun 2020

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Yuan Liu, Jianhua Liu, Xiaohe Ning & Junjiao Li. (2022) MS-CNN: multiscale recognition of building rooftops from high spatial resolution remote sensing imagery. International Journal of Remote Sensing 43:1, pages 270-298.
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Articles from other publishers (16)

Mohammad Erfan Omati & Fatemeh Tabib Mahmoudi. (2024) Efficiency analysis of ITN loss function for deep semantic building segmentation. Earth Science Informatics.
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Laura Tascón-González, Montserrat Ferrer-Julià & Eduardo García-Meléndez. (2024) Methodological approach for mapping the flood physical vulnerability index with geographical open-source data: an example in a small-middle city (Ponferrada, Spain). Natural Hazards 120:5, pages 4053-4081.
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Fang Fang, Kang Zheng, Shengwen Li, Rui Xu, Qingyi Hao, Yuting Feng & Shunping Zhou. (2024) Incorporating Superpixel Context for Extracting Building From High-Resolution Remote Sensing Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 17, pages 1176-1190.
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Mohammad Erfan Omati & Fatemeh Tabib Mahmoudi. (2023) Evaluating the Capabilities of DEEPLABV3+ Encoder-Decoder Network with Modified Atrous Convolutions (Case Study: Deep Semantic Building Segmentation). Journal of Geospatial Information Technology 11:3, pages 43-57.
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Zhuotong Du, Haigang Sui, Li Hua & Liang Ge. (2023) Dual-Path Spatial Cognitive Graph Convolution for Polygonal Regularization of Segmented Buildings. Dual-Path Spatial Cognitive Graph Convolution for Polygonal Regularization of Segmented Buildings.
Nima Ahmadian, Amin Sedaghat & Nazila Mohammadi. (2023) Performance evaluation of three deep learning models in building footprint extraction from aerial and satellite images. Journal of Geospatial Information Technology 11:1, pages 105-123.
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Jicheng Wang, Xin Yan, Li Shen, Tian Lan, Xunqiang Gong & Zhilin Li. (2023) Scale-Invariant Multi-Level Context Aggregation Network for Weakly Supervised Building Extraction. Remote Sensing 15:5, pages 1432.
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Hasan Almarzouqi & Lyes Saad Saoud. (2023) Semantic Labeling of High-Resolution Images Using EfficientUNets and Transformers. IEEE Transactions on Geoscience and Remote Sensing 61, pages 1-13.
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Masoud Azad & Farshid Farnood Ahmadi. (2022) A semi-automatic method for extraction of urban features by integrating aerial images and LIDAR data and comparing its performance in areas with different feature structures (case study: comparison of the method performance in Isfahan and Toronto). Applied Geomatics 14:4, pages 589-607.
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Gang Xu, Min Deng, Geng Sun, Ya Guo & Jie Chen. (2022) Improving Building Extraction by Using Knowledge Distillation to Reduce the Impact of Label Noise. Remote Sensing 14:22, pages 5645.
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Tolga Bakirman, Irem Komurcu & Elif Sertel. (2022) Comparative analysis of deep learning based building extraction methods with the new VHR Istanbul dataset. Expert Systems with Applications 202, pages 117346.
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Hamidreza Hosseinpour, Farhad Samadzadegan & Farzaneh Dadrass Javan. (2022) CMGFNet: A deep cross-modal gated fusion network for building extraction from very high-resolution remote sensing images. ISPRS Journal of Photogrammetry and Remote Sensing 184, pages 96-115.
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Huanran Ye, Run Zhou, Jianhao Wang & Zhiliang Huang. (2022) FMAM-Net: Fusion Multi-Scale Attention Mechanism Network for Building Segmentation in Remote Sensing Images. IEEE Access 10, pages 134241-134251.
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Lixian Zhang, Runmin Dong, Shuai Yuan, Weijia Li, Juepeng Zheng & Haohuan Fu. (2021) Making Low-Resolution Satellite Images Reborn: A Deep Learning Approach for Super-Resolution Building Extraction. Remote Sensing 13:15, pages 2872.
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Zhuotong Du, Haigang Sui & Jindi Wang. (2021) A novel semantic recognition framework of urban functional zones supporting urban land structure analytics based on open‐source data. Transactions in GIS 25:3, pages 1460-1484.
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Dejun Feng, Yakun Xie, Sifan Xiong, Jinlin Hu, Minjun Hu, Qiang Li & Jun Zhu. (2021) Regularized Building Boundary Extraction From Remote Sensing Imagery Based on Augment Feature Pyramid Network and Morphological Constraint. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14, pages 12212-12223.
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