PLADE: A Plane-Based Descriptor for Point Cloud Registration with Small Overlap | |
Chen SL(陈松林)2,3,4; Nan LL(南亮亮)5; Xia RB(夏仁波)1; Zhao JB(赵吉宾)1; Wonka, Peter2 | |
刊名 | IEEE Transactions on Geoscience and Remote Sensing |
2020 | |
卷号 | 58期号:4页码:2530-2540 |
关键词 | Data set descriptor point cloud registration scanning |
ISSN号 | 0196-2892 |
产权排序 | 1 |
英文摘要 | Traditional point cloud registration methods require large overlap between scans, which imposes strict constraints on data acquisition. To facilitate registration, users have to carefully position scanners to ensure sufficient overlap. In this article, we propose to use high-level structural information (i.e., plane/line features and their interrelationship) for registration, which is capable of registering point clouds with small overlap, allowing more freedom in data acquisition. We design a novel plane-/line-based descriptor dedicated to establishing structure-level correspondences between point clouds. Based on this descriptor, we propose a simple but effective registration algorithm. We also provide a data set of real-world scenes containing a larger number of scans with a wide range of overlap. Experiments and comparisons with state-of-the-art methods on various data sets reveal that our method is superior to existing techniques. Though the proposed algorithm outperforms state-of-the-art methods on the most challenging data set, the point cloud registration problem is still far from being solved, leaving significant room for improvement and future work. |
资助项目 | King Abdullah University of Science and Technology (KAUST) Office of Sponsored Research[OSR-CRG2018-3730] ; Visual Computing Center (VCC), KAUST |
WOS关键词 | NONRIGID REGISTRATION ; LASER SCANS ; RECONSTRUCTION ; SEGMENTATION ; RANSAC |
WOS研究方向 | Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology |
语种 | 英语 |
WOS记录号 | WOS:000538748900021 |
资助机构 | King Abdullah University of Science and Technology (KAUST) Office of Sponsored Research under Award OSR-CRG2018-3730 ; Visual Computing Center (VCC), KAUST |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/26656] |
专题 | 工艺装备与智能机器人研究室 |
通讯作者 | Nan LL(南亮亮) |
作者单位 | 1.State Key Laboratory of Robotics, Shenyang Institute of Automation, Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China 2.Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia 3.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 4.Huawei Technologies Co., Ltd., Nanjing 210012, China 5.Faculty of Architecture and the Built Environment, Delft University of Technology, Delft, Netherlands |
推荐引用方式 GB/T 7714 | Chen SL,Nan LL,Xia RB,et al. PLADE: A Plane-Based Descriptor for Point Cloud Registration with Small Overlap[J]. IEEE Transactions on Geoscience and Remote Sensing,2020,58(4):2530-2540. |
APA | Chen SL,Nan LL,Xia RB,Zhao JB,&Wonka, Peter.(2020).PLADE: A Plane-Based Descriptor for Point Cloud Registration with Small Overlap.IEEE Transactions on Geoscience and Remote Sensing,58(4),2530-2540. |
MLA | Chen SL,et al."PLADE: A Plane-Based Descriptor for Point Cloud Registration with Small Overlap".IEEE Transactions on Geoscience and Remote Sensing 58.4(2020):2530-2540. |
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