Multi point-voxel convolution (MPVConv) for deep learning on point clouds

• المؤلفون الرئيسيون: Zhou, Wei, Zhang, Xiaodan, Hao, Xingxing, Wang, Dekui, He, Ying
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2023
• الموضوعات: Engineering::Computer science and engineering; 3D Deep Learning; Point Clouds
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/172090
• المؤسسة: Nanyang Technological University

The existing 3D deep learning methods adopt either individual point-based features or local-neighboring voxel-based features, and demonstrate great potential for processing 3D data. However, the point-based models are inefficient due to the unordered nature of point clouds and the voxel-based models...