A Partial Point Cloud Completion Network Focusing on Detail Reconstruction
文献类型:期刊论文
作者 | M. Wei, J. Sun, Y. Zhang, M. Zhu, H. Nie, H. Liu and J. Wang |
刊名 | Remote Sensing
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出版日期 | 2023 |
卷号 | 15期号:23 |
ISSN号 | 20724292 |
DOI | 10.3390/rs15235504 |
英文摘要 | The point cloud is disordered and unstructured, and it is difficult to extract detailed features. The detailed part of the target shape is difficult to complete in the point cloud completion task. It proposes a point cloud completion network (BCA-Net) focusing on detail reconstruction, which can reduce noise and refine shapes. Specifically, it utilizes residual deformation architecture to avoid error points. The break and recombine refinement method is used to recover complete point cloud details. In addition, it proposes a bilateral confidence aggregation unit based on recurrent path aggregation to refine the coarse point cloud shape using multiple gating. Our experiments on the ShapeNet and Complete3D datasets demonstrate that our network performs better than other point cloud completion networks. © 2023 by the authors. |
URL标识 | 查看原文 |
源URL | [http://ir.ciomp.ac.cn/handle/181722/68009] ![]() |
专题 | 中国科学院长春光学精密机械与物理研究所 |
推荐引用方式 GB/T 7714 | M. Wei, J. Sun, Y. Zhang, M. Zhu, H. Nie, H. Liu and J. Wang. A Partial Point Cloud Completion Network Focusing on Detail Reconstruction[J]. Remote Sensing,2023,15(23). |
APA | M. Wei, J. Sun, Y. Zhang, M. Zhu, H. Nie, H. Liu and J. Wang.(2023).A Partial Point Cloud Completion Network Focusing on Detail Reconstruction.Remote Sensing,15(23). |
MLA | M. Wei, J. Sun, Y. Zhang, M. Zhu, H. Nie, H. Liu and J. Wang."A Partial Point Cloud Completion Network Focusing on Detail Reconstruction".Remote Sensing 15.23(2023). |
入库方式: OAI收割
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