中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Simple and efficient improvement of spin image for three-dimensional object recognition

文献类型:期刊论文

作者Lu RR(鲁荣荣); Zhu F(朱枫); Hao YM(郝颖明); Wu QX(吴清潇)
刊名Optical Engineering
出版日期2016
卷号55期号:11页码:1-11
ISSN号0091-3286
产权排序1
通讯作者朱枫
中文摘要This paper presents a highly distinctive and robust local three-dimensional (3-D) feature descriptor named longitude and latitude spin image (LLSI). The whole procedure has two modules: local reference frame (LRF) definition and LLSI feature description. We employ the same technique as Tombari to define the LRF. The LLSI feature descriptor is obtained by stitching the longitude and latitude (LL) image to the original spin image vertically, where the LL image was generated similarly with the spin image by mapping a two-tuple (θ,φ) into a discrete two-dimensional histogram. The performance of the proposed LLSI descriptor was rigorously tested on a number of popular and publicly available datasets. The results showed that our method is more robust with respect to noise and varying mesh resolution than existing techniques. Finally, we tested our LLSI-based algorithm for 3-D object recognition on two popular datasets. Our LLSI-based algorithm achieved recognition rates of 100%, 98.2%, and 96.2%, respectively, when tested on the Bologna, University of Western Australia (UWA) (up to 84% occlusion), UWA datasets (all). Moreover, our LLSI-based algorithm achieved 100% recognition rate on the whole UWA dataset when generating the LLSI descriptor with the LRF proposed by Guo.
WOS标题词Science & Technology ; Physical Sciences
类目[WOS]Optics
研究领域[WOS]Optics
关键词[WOS]SURFACE ; SCENES
收录类别SCI ; EI
语种英语
WOS记录号WOS:000390668700023
源URL[http://ir.sia.cn/handle/173321/19422]  
专题沈阳自动化研究所_光电信息技术研究室
推荐引用方式
GB/T 7714
Lu RR,Zhu F,Hao YM,et al. Simple and efficient improvement of spin image for three-dimensional object recognition[J]. Optical Engineering,2016,55(11):1-11.
APA Lu RR,Zhu F,Hao YM,&Wu QX.(2016).Simple and efficient improvement of spin image for three-dimensional object recognition.Optical Engineering,55(11),1-11.
MLA Lu RR,et al."Simple and efficient improvement of spin image for three-dimensional object recognition".Optical Engineering 55.11(2016):1-11.

入库方式: OAI收割

来源:沈阳自动化研究所

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