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Remote Sensing Letters Volume 8, 2017 - Issue 11
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Original Articles

Segmentation of building roofs from airborne LiDAR point clouds using robust voxel-based region growing

Yusheng XuPhotogrammetry and Remote Sensing, Technische Universität München, Munich, GermanyCorrespondence[email protected]
ORCID Iconhttp://orcid.org/0000-0001-5571-7808
ORCID Icon,
Wei YaoPhotogrammetry and Remote Sensing, Technische Universität München, Munich, Germany;Department of Geoinformation, Munich University of Applied Sciences, Munich, Germany
,
Ludwig HoegnerPhotogrammetry and Remote Sensing, Technische Universität München, Munich, Germany
&
Uwe StillaPhotogrammetry and Remote Sensing, Technische Universität München, Munich, Germany
Pages 1062-1071 | Received 09 Feb 2017, Accepted 21 Jun 2017, Published online: 16 Jul 2017

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Han Li, Yongmei Liu, Chaoguang Men & Yong Fang. (2021) A novel 3D point cloud segmentation algorithm based on multi-resolution supervoxel and MGS. International Journal of Remote Sensing 42:22, pages 8492-8525.
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Xinsheng Wang, Ting On Chan, Kai Liu, Jun Pan, Ming Luo, Wenkai Li & Chunzhu Wei. (2020) A robust segmentation framework for closely packed buildings from airborne LiDAR point clouds. International Journal of Remote Sensing 41:14, pages 5147-5165.
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Mario Beauchemin. (2019) Semi-supervised map regionalization for categorical data. International Journal of Remote Sensing 40:24, pages 9401-9411.
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Articles from other publishers (29)

Kai Xia, Cheng Li, Yinhui Yang, Susu Deng & Hailin Feng. (2023) Study on Single-Tree Extraction Method for Complex RGB Point Cloud Scenes. Remote Sensing 15:10, pages 2644.
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Kaveh Mirzaei, Mehrdad Arashpour, Ehsan Asadi, Hossein Masoumi, Amir Mahdiyar & Vicente Gonzalez. (2023) End-to-end point cloud-based segmentation of building members for automating dimensional quality control. Advanced Engineering Informatics 55, pages 101878.
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S. K. P. Kushwaha, Harshit & Kamal Jain. 2023. Proceedings of UASG 2021: Wings 4 Sustainability. Proceedings of UASG 2021: Wings 4 Sustainability 173 185 .
Chaoquan Zhang & Hongchao Fan. (2022) An Improved Multi‐Task Pointwise Network for Segmentation of Building Roofs in Airborne Laser Scanning Point Clouds. The Photogrammetric Record 37:179, pages 260-284.
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Xuan Wang, Haiyang Lyu, Tianyi Mao, Weiji He & Qian Chen. (2022) Point Cloud Segmentation from iPhone-Based LiDAR Sensors Using the Tensor Feature. Applied Sciences 12:4, pages 1817.
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Yang Li, Hui Lu, Qi Liu, Yonghong Zhang & Xiaodong Liu. (2022) SSDBN: A Single-Side Dual-Branch Network with Encoder–Decoder for Building Extraction. Remote Sensing 14:3, pages 768.
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Shaobo Xia, Sheng Xu, Ruisheng Wang, Jonathan Li & Guanghui Wang. (2022) Building Instance Mapping From ALS Point Clouds Aided by Polygonal Maps. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-13.
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Jianyu Gu & Russell G. Congalton. (2022) Individual Tree Crown Delineation From UAS Imagery Based on Region Growing by Over-Segments With a Competitive Mechanism. IEEE Transactions on Geoscience and Remote Sensing 60, pages 1-11.
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Jian Kang, Ruben Fernandez-Beltran, Xian Sun, Jingen Ni & Antonio Plaza. (2022) Deep Learning-Based Building Footprint Extraction With Missing Annotations. IEEE Geoscience and Remote Sensing Letters 19, pages 1-5.
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Shaobo Xia, Sheng Nie, Pu Wang, Dong Chen, Sheng Xu & Cheng Wang. (2022) A Gap-Based Method for LiDAR Point Cloud Division. IEEE Geoscience and Remote Sensing Letters 19, pages 1-5.
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Yusheng Xu, Xiaohua Tong & Uwe Stilla. (2021) Voxel-based representation of 3D point clouds: Methods, applications, and its potential use in the construction industry. Automation in Construction 126, pages 103675.
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Jie Shao, Wuming Zhang, Aojie Shen, Nicolas Mellado, Shangshu Cai, Lei Luo, Nan Wang, Guangjian Yan & Guoqing Zhou. (2021) Seed point set-based building roof extraction from airborne LiDAR point clouds using a top-down strategy. Automation in Construction 126, pages 103660.
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Cedrique Fotsing, Nareph Menadjou & Christophe Bobda. (2021) Iterative closest point for accurate plane detection in unorganized point clouds. Automation in Construction 125, pages 103610.
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Zhenghui Yi, Haotong Wang, Guangyao Duan & Zhen Wang. (2020) An Airborne LiDAR Building-Extraction Method Based on the Naive Bayes–RANSAC Method for Proportional Segmentation of Quantitative Features. Journal of the Indian Society of Remote Sensing 49:2, pages 393-404.
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Sebastián Ortega, José Miguel Santana, Jochen Wendel, Agustín Trujillo & Syed Monjur Murshed. 2021. Open Source Geospatial Science for Urban Studies. Open Source Geospatial Science for Urban Studies 97 116 .
Bing Zhou & Ran Huang. (2020) Segmentation Algorithm for 3D LiDAR Point Cloud Based on Region Clustering. Segmentation Algorithm for 3D LiDAR Point Cloud Based on Region Clustering.
Ke Liu, Hongchao Ma, Haichi Ma, Zhan Cai & Liang Zhang. (2020) Building Extraction from Airborne LiDAR Data Based on Min-Cut and Improved Post-Processing. Remote Sensing 12:17, pages 2849.
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Yusheng Xu, Zhen Ye, Rong Huang, Ludwig Hoegner & Uwe Stilla. (2020) Robust segmentation and localization of structural planes from photogrammetric point clouds in construction sites. Automation in Construction 117, pages 103206.
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Li Li, Jian Yao, Jingmin Tu, Xinyi Liu, Yinxuan Li & Lianbo Guo. (2020) Roof Plane Segmentation from Airborne LiDAR Data Using Hierarchical Clustering and Boundary Relabeling. Remote Sensing 12:9, pages 1363.
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Shaobo Xia, Dong Chen, Ruisheng Wang, Jonathan Li & Xinchang Zhang. (2020) Geometric Primitives in LiDAR Point Clouds: A Review. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13, pages 685-707.
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Jakub Walczak, Grzegorz Andrzejczak, Rafał Scherer & Adam Wojciechowski. 2020. Computational Science – ICCS 2020. Computational Science – ICCS 2020 100 114 .
Jakub Walczak, Tadeusz Poreda & Adam Wojciechowski. (2019) Effective Planar Cluster Detection in Point Clouds Using Histogram-Driven Kd-Like Partition and Shifted Mahalanobis Distance Based Regression. Remote Sensing 11:21, pages 2465.
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Hang Liu, Qin Ye, Hairui Wang, Liang Chen & Jian Yang. (2019) A Precise and Robust Segmentation-Based Lidar Localization System for Automated Urban Driving. Remote Sensing 11:11, pages 1348.
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Yue Pan, Yiqing Dong, Dalei Wang, Airong Chen & Zhen Ye. (2019) Three-Dimensional Reconstruction of Structural Surface Model of Heritage Bridges Using UAV-Based Photogrammetric Point Clouds. Remote Sensing 11:10, pages 1204.
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Zhan Cai, Hongchao Ma & Liang Zhang. (2019) A Building Detection Method Based on Semi-suppressed Fuzzy C-means and Restricted Region Growing Using Airborne LiDAR. Remote Sensing 11:7, pages 848.
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Pablo Rodriguez-Gonzalvez & Manuel Rodriguez-Martin. (2019) Weld Bead Detection Based on 3D Geometric Features and Machine Learning Approaches. IEEE Access 7, pages 14714-14727.
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Qing Zhu, Feng Wang, Han Hu, Yulin Ding, Jiali Xie, Weixi Wang & Ruofei Zhong. (2018) Intact Planar Abstraction of Buildings via Global Normal Refinement from Noisy Oblique Photogrammetric Point Clouds. ISPRS International Journal of Geo-Information 7:11, pages 431.
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Yanjun Wang, Qi Chen, Lin Liu, Xiong Li, Arun Kumar Sangaiah & Kai Li. (2018) Systematic Comparison of Power Line Classification Methods from ALS and MLS Point Cloud Data. Remote Sensing 10:8, pages 1222.
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Ruqin Zhou, Wanshou Jiang, Wei Huang, Bo Xu & San Jiang. (2017) A Heuristic Method for Power Pylon Reconstruction from Airborne LiDAR Data. Remote Sensing 9:11, pages 1172.
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