| Feature Fusion Information Statistics for feature matching in cluttered scenes | |
Zhou, Wei1 ; Ma, Caiwen2; Liao, Shenghui6; Shi, Jinjing6; Yao, Tong2,3; Chang, Peng4; Kuijper, Arjan5
| |
| 作者部门 | 光电测量技术实验室 |
| 2018-12 | |
| 发表期刊 | Computers and Graphics (Pergamon)
 |
| ISSN | 00978493 |
| 卷号 | 77页码:50-64 |
| 产权排序 | 2 |
| 摘要 | Object recognizing in cluttered scenes remains a largely unsolved problem, especially when applying feature matching to cluttered scenes there are many feature mismatches between the scenes and models. We propose our Feature Fusion Information Statistics (FFIS) as the calculation framework for extracting salient information from a Local Surface Patch (LSP) by a Local Reference Frame (LRF). Our LRF is defined on each LSP by projecting the scatter matrix's eigenvectors to a plane which is perpendicular to the normal of the LSP. Based on this, our FFIS descriptor of each LSP is calculated, for which we use the combined distribution of mesh and point information in a local domain. Finally, we evaluate the speed, robustness and descriptiveness of our FFIS with the state-of-the-art methods on several public benchmarks. Our experiments show that our FFIS is fast and obtains a more reliable matching rate than other approaches in cluttered situations. © 2018 Elsevier Ltd |
| DOI | 10.1016/j.cag.2018.09.012 |
| 收录类别 | EI |
| 语种 | 英语 |
| EI入藏号 | 20184205947119 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.opt.ac.cn/handle/181661/30680 |
| 专题 | 光电跟踪与测量技术研究室 |
| 通讯作者 | Zhou, Wei |
| 作者单位 | 1.Multimedia Research Center, Shenzhen Institutes of Advanced Technology of CAS, 1068 Xueyuan Avenue, Shenzhen; 518055, China; 2.Xi'an Institute of Optics and Precision Mechanics of CAS, No.17 Xinxi Road, Xi'an; 7101199, China; 3.University of Chinese Academy of Sciences, No.19A Yuquan Road, Beijing; 100049, China; 4.Northeastern University, 360 Huntington Ave., Boston; 02115, United States; 5.Fraunhofer IGD & TU Darmstadt, Fraunhoferstrasse 5, Darmstadt; 64283, Germany; 6.School of Information Science & Engineering, Central South University, Changsha; 410083, China |
| 推荐引用方式 GB/T 7714 | Zhou, Wei,Ma, Caiwen,Liao, Shenghui,et al. Feature Fusion Information Statistics for feature matching in cluttered scenes[J]. Computers and Graphics (Pergamon),2018,77:50-64. |
| APA | Zhou, Wei.,Ma, Caiwen.,Liao, Shenghui.,Shi, Jinjing.,Yao, Tong.,...&Kuijper, Arjan.(2018).Feature Fusion Information Statistics for feature matching in cluttered scenes.Computers and Graphics (Pergamon),77,50-64. |
| MLA | Zhou, Wei,et al."Feature Fusion Information Statistics for feature matching in cluttered scenes".Computers and Graphics (Pergamon) 77(2018):50-64. |
| 条目包含的文件 | ||||||
| 文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
| Feature Fusion Infor（6416KB） | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 | |
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