TPN: TOPOLOGICAL PERCEPTION NETWORK FOR 3D MESH REPRESENTATION
文献类型：会议论文
| 作者 | Ma BT(马兵涛)1,2,3; Cong Y(丛杨)1,3 ; Liu HS(刘洪森)1,2,3; Tang X(唐旭)1,3
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| 出版日期 | 2020 |
| 会议日期 | October 25-28, 2020 |
| 会议地点 | Virtual Conference |
| 关键词 | 3D mesh classification and retrieval Topological attention |
| 页码 | 2711-2715 |
| 英文摘要 | As an important type of geometric data for 3D shapes, the unique topological connection makes the mesh more powerful than other types of data, but it also introduces complexity and irregularity. In this paper, we propose a Topological Perception Network (TPN) that consumes meshes directly to learn 3D shape representation via informative topology property. More specifically, to tackle the complexity and irregularity problem, a Topological Perception Attention (TPA) is designed that could incorporate local topological information efficiently via focusing on more important edges of the local topological neighborhood. Meanwhile, it could be stacked to produce global shape representation. Compared with the state-of-the-art, the proposed TPN uses less than half of the vertex number to get better performance, while costing less memory and computational time. Experiments on Model-Net40 and ShapeNet Core55 datasets demonstrate the effectiveness of our method on classification and retrieval. |
| 源文献作者 | The Institute of Electrical and Electronics Engineers Signal Processing Society |
| 产权排序 | 1 |
| 会议录 | 2020 IEEE International Conference on Image Processing (ICIP 2020)
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| 会议录出版者 | IEEE |
| 会议录出版地 | New York |
| 语种 | 英语 |
| ISBN号 | 978-1-7281-6395-6 |
| WOS记录号 | WOS:000646178502164 |
| 源URL | [http://ir.sia.cn/handle/173321/27996]  |
| 专题 | 沈阳自动化研究所_机器人学研究室 |
| 通讯作者 | Cong Y(丛杨) |
| 作者单位 | 1.State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, 110016, China 2.University of Chinese Academy of Sciences,100049, China 3.Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, 110016 China |
| 推荐引用方式 GB/T 7714 | Ma BT,Cong Y,Liu HS,et al. TPN: TOPOLOGICAL PERCEPTION NETWORK FOR 3D MESH REPRESENTATION[C]. 见:. Virtual Conference. October 25-28, 2020. |
入库方式： OAI收割
来源：沈阳自动化研究所
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