Journal of Infrared and Millimeter Waves, Volume. 43, Issue 1, 116(2024)

A building extraction method based on IGA that fuses point cloud and image data

Xu-Dong LAI1, Wei-Ran PIAN1、*, Li-Ming BO2, and Li-Hua He3
Author Affiliations
  • 1School of remote Sensing and Information Engineering,Wuhan University,Wuhan 430079,China
  • 2China Institute of Development Strategy and Planning,Wuhan University,Wuhan 430079,China
  • 3Hubei Provincial Geographical National Conditions Monitoring Center,Wuhan 430079,China
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    References(21)

    [1] Lu Qi, Qin Jun, Yao Xue-Dong et al. Buildings extraction of GF-2 remote sensing image based on multi-layer perception network[J]. Remote Sensing for Natural Resources, 33, 75-84(2021).

    [2] Feng Fan, Wang Shuang-Ting, Zhang Jin et al. Building Extraction from Remote Sensing Imagery Basedon Scale-Adaptive Fully Convolutional Network[J]. Laser & Optoelectronics Progress, 58, 459-470(2021).

    [3] Reba M, Seto K C. A systematic review and assessment of algorithms to detect, characterize, and monitor urban land change[J]. Remote Sensing of Environment, 242, 111739(2020).

    [4] Zhao R, Pang M, Wei M. Accurate extraction of building roofs from airborne light detection and ranging point clouds using a coarse-to-fine approach[J]. Journal of Applied Remote Sensing, 12, 1(2018).

    [5] Du S, Zhang Y, Zou Z et al. Automatic building extraction from LiDAR data fusion of point and grid-based features[J]. Isprs Journal of Photogrammetry & Remote Sensing, 130, 294-307(2017).

    [6] Hujebri B, Ebrahimikia M, Enayati H. Automatic Building Extraction from LIDAR Point Cloud Data in the Fusion of Orthoimage[J]. Copernicus GmbH(2019).

    [7] CAI Zhan, LI Ru-Ren, LI Xin-Ke et al. Building Roof Boundary Extraction from LiDAR Point Cloud[J]. Geography and Geo-Information Science, 2021, 17-21.

    [8] Reba M, Seto K C. A systematic review and assessment of algorithms to detect, characterize, and monitor urban land change[J]. Remote Sensing of Environment, 242, 111739(2020).

    [9] DI Wei-Qi. Building Extraction Using the Fusion of Point Cloud and Image Base on Deep learning Method[D](2021).

    [10] WANG Zhao-Ying, XING Shuai, DAI Mo-Fan. A Method of Ground Object Classification Based on Multi-scale Deep Feature Fusion of Remote Sensing Image and LiDAR Point Cloud[J]. Journal of Geomatics Science and Technology, 38, 8(2021).

    [11] Chen S, Shi W, Zhou M et al. Automatic Building Extraction via Adaptive Iterative Segmentation with LiDAR Data and High Spatial Resolution Imagery Fusion[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 1-1(2020).

    [12] Babatunde O H, Armstrong L, Leng J et al. A genetic algorithm-based feature selection[J]. British Journal of Mathematics & Computer Science, 5, 889-905(2014).

    [13] Kennedy J, Eberhart R C. A discrete binary version of the particle swarm algorithm[C], 5, 4104-4108(1997).

    [14] Maza S, Zouache D. Binary Firefly Algorithm for Feature Selection in Classification[C], 1-6(2019).

    [15] Tubishat M, Idris N, Shuib L et al. Improved salp swarm algorithm based on opposition based learning and novel local search algorithm for feature selection[J]. Expert Systems with Applications, 145, 113-122(2020).

    [16] Meng F, Wang X, Shao F et al. Energy-Efficient Gabor Kernels in Neural Networks with Genetic Algorithm Training Method[J]. Electronics, 8(2019).

    [17] Lei H, Jiang G, Quan L. Fast Descriptors and Correspondence Propagation for Robust Global Point Cloud Registration[J]. IEEE Transactions on Image Processing, 26, 3614-3623(2017).

    [18] Fu Y., Chiang H. D. Toward Optimal Multiperiod Network Reconfiguration for Increasing the Hosting Capacity of Distribution Networks. IEEE Trans. Power Deliv, 33, 2294-2304(2018).

    [19] HOU Qun-Qun, WANG Fei, YAN Li. Extraction of color image texture feature based on gray-level cp-occurrence matrix[J]. Remote Sensing for Natural Resources, 2013, 7.

    [20] Yuan Li-Hong, Fu Li, Yang Yong et al. Analysis of texture feature extracted by gray level co-occurrence matrix[J]. Journal of Computer Applications, 29, 1018-1018(2009).

    [21] ROTTENSTEINER F, SOHN G, GERKE M, aal et. Results of the ISPRS Benchmark on Urban Object Detection and 3D Building Reconstruction[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 93, 256-271(2014).

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    Xu-Dong LAI, Wei-Ran PIAN, Li-Ming BO, Li-Hua He. A building extraction method based on IGA that fuses point cloud and image data[J]. Journal of Infrared and Millimeter Waves, 2024, 43(1): 116

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    Paper Information

    Category: Research Articles

    Received: May. 31, 2023

    Accepted: --

    Published Online: Dec. 26, 2023

    The Author Email: Wei-Ran PIAN (2021202130038@whu.edu.cn)

    DOI:10.11972/j.issn.1001-9014.2024.01.016

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