Laser & Optoelectronics Progress, Volume. 59, Issue 2, 0228005(2022)
Deep Learning Point Cloud Classification Method Based on Fusion Graph Convolution
[1] Zhang J X, Lin X G, Liang X L. Advances and prospects of information extraction from point clouds[J]. Acta Geodaetica et Cartographica Sinica, 46, 1460-1469(2017).
[3] He M Y, Cheng Y L, Liao X J et al. Building extraction algorithm by fusing spectral and geometrical features[J]. Laser & Optoelectronics Progress, 55, 042803(2018).
[6] Gu S T, Wang L, Ma Y X et al. Local feature description of LiDAR point cloud data based on hierarchical Mercator projection[J]. Acta Optica Sinica, 40, 2015001(2020).
[11] Bai J, Xu H J. MSP-Net: multi-scale point cloud classification network[J]. Journal of Computer-Aided Design & Computer Graphics, 31, 1917-1924(2019).
[12] Wang H T, Lei X D, Zhao Z Z. 3D deep learning classification method for airborne LiDAR point clouds fusing spectral information[J]. Laser & Optoelectronics Progress, 57, 122802(2020).
[14] Zhao Z Y, Cheng Y L, Shi X S et al. Terrain classification of LiDAR point cloud based on multi-scale features and PointNet[J]. Laser & Optoelectronics Progress, 56, 052804(2019).
[15] Shi X S, Cheng Y L, Xue D D et al. Object classification method for multi-source fusion point clouds based on Point-Net[J]. Laser & Optoelectronics Progress, 57, 081019(2020).
[16] Lei X D, Wang H T, Zhao Z Z. Small-sample airborne LiDAR point cloud classification based on transfer learning and fully convolutional network[J]. Chinese Journal of Lasers, 48, 1610001(2021).
[19] Wang J A, He J, Pang D W. Point cloud classification and segmentation network based on dynamic graph convolutional network[J]. Laser & Optoelectronics Progress, 58, 1215008(2021).
Get Citation
Copy Citation Text
Tianye Xu, Haiyong Ding. Deep Learning Point Cloud Classification Method Based on Fusion Graph Convolution[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0228005
Category: Remote Sensing and Sensors
Received: Jul. 22, 2021
Accepted: Sep. 2, 2021
Published Online: Dec. 29, 2021
The Author Email: Ding Haiyong (409803028@qq.com)