A Robust Local Spectral Descriptor for Matching Non-Rigid Shapes with Incompatible Shape Structures | |
Wang, Yiqun2,3; Guo, Jianwei2,3; Yan Dong-Ming2,3; Wang Kai1; Zhang Xiaopeng2,3 | |
2019-06 | |
会议日期 | 2019-6 |
会议地点 | 美国长滩 |
英文摘要 | Constructing a robust and discriminative local descriptor for 3D shape is a key component of many computer vision applications. Although existing learning-based approaches can achieve good performance in some specific benchmarks, they usually fail to learn enough information from shapes with different shape types and structures (eg, spatial resolution, connectivity, transformations, etc.) Focusing on this issue, in this paper, we present a more discriminative local descriptor for deformable 3D shapes with incompatible structures. Based on the spectral embedding using the Laplace-Beltrami framework on the surface, we first construct a novel local spectral feature which shows great resilience to change in mesh resolution, triangulation, transformation. Then the multi-scale local spectral features around each vertex are encoded into ageometry image', called vertex spectral image, in a very compact way. Such vertex spectral images can be efficiently trained to learn local descriptors using a triplet neural network. Finally, for training and evaluation, we present a new benchmark dataset by extending the widely used FAUST dataset. We utilize a remeshing approach to generate modified shapes with different structures. We evaluate the proposed approach thoroughly and make an extensive comparison to demonstrate that our approach outperforms recent state-of-the-art methods on this benchmark. |
内容类型 | 会议论文 |
源URL | [http://ir.ia.ac.cn/handle/173211/45020] |
专题 | 模式识别国家重点实验室_三维可视计算 |
通讯作者 | Guo, Jianwei; Yan Dong-Ming |
作者单位 | 1.University Grenoble Alpes, CNRS, Grenoble INP, GIPSA-lab 2.University of Chinese Academy of Sciences 3.NLPR, Institute of Automation, Chinese Academy of Sciences |
推荐引用方式 GB/T 7714 | Wang, Yiqun,Guo, Jianwei,Yan Dong-Ming,et al. A Robust Local Spectral Descriptor for Matching Non-Rigid Shapes with Incompatible Shape Structures[C]. 见:. 美国长滩. 2019-6. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论