Institutional Repository of Key Laboratory of Mental Health, CAS
| 3D model retrieval based on color plus geometry signatures | |
Liu, Yong-Jin1; Zheng, Yi-Fu1; Lv, Lu1; Xuan, Yu-Ming2 ; Fu, Xiao-Lan2; Liu, YJ (reprint author), Tsinghua Univ, Tsinghua Natl Lab Informat Sci & Technol, Dept Comp Sci & Technol, Beijing 100084, Peoples R China.
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| Abstract | Color plays a significant role in the recognition of 3D objects and scenes from the perspective of cognitive psychology. In this paper, we propose a new 3D model retrieval method, focusing on not only the geometric features but also the color features of 3D mesh models. Firstly, we propose a new sampling method that samples the models in the regions of either geometry-high-variation or color-high-variation. After collecting geometry + color sensitive sampling points, we cluster them into several classes by using a modified ISODATA algorithm. Then we calculate the feature histogram of each model in the database using these clustered sampling points. For model retrieval, we compare the histogram of an input model to the stored histograms in the database to find out the most similar models. To evaluate the retrieval method based on the new color + geometry signatures, we use the precision/recall performance metric to compare our method with several classical methods. Experiment results show that color information does help improve the accuracy of 3D model retrieval, which is consistent with the postulate in psychophysics that color should strongly influence the recognition of objects. |
| Keyword | 3D model retrieval Color features Shape signature |
| Subject Area | 感知觉心理学 |
| 2012 | |
| Language | 英语 |
| Source Publication | VISUAL COMPUTER
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| ISSN | 0178-2789 |
| Volume | 28Issue:1Pages:75-86 |
| Subtype | Article |
| URL | 查看原文 |
| Indexed By | SCI |
| Funding Project | National Basic Research Program of China [2011CB302202] ; Natural Science Foundation of China [60970099] ; Tsinghua University [20101081863] |
| WOS ID | WOS:000298995000007 |
| Citation statistics | |
| Document Type | 期刊论文 |
| Identifier | http://ir.psych.ac.cn/handle/311026/10847 |
| Collection | 中国科学院心理健康重点实验室 |
| Corresponding Author | Liu, YJ (reprint author), Tsinghua Univ, Tsinghua Natl Lab Informat Sci & Technol, Dept Comp Sci & Technol, Beijing 100084, Peoples R China. |
| Affiliation | 1.Tsinghua Univ, Tsinghua Natl Lab Informat Sci & Technol, Dept Comp Sci & Technol, Beijing 100084, Peoples R China 2.Chinese Acad Sci, Inst Psychol, State Key Lab Brain & Cognit Sci, Beijing 100101, Peoples R China |
| Recommended Citation GB/T 7714 | Liu, Yong-Jin,Zheng, Yi-Fu,Lv, Lu,et al. 3D model retrieval based on color plus geometry signatures[J]. VISUAL COMPUTER,2012,28(1):75-86. |
| APA | Liu, Yong-Jin,Zheng, Yi-Fu,Lv, Lu,Xuan, Yu-Ming,Fu, Xiao-Lan,&Liu, YJ .(2012).3D model retrieval based on color plus geometry signatures.VISUAL COMPUTER,28(1),75-86. |
| MLA | Liu, Yong-Jin,et al."3D model retrieval based on color plus geometry signatures".VISUAL COMPUTER 28.1(2012):75-86. |
| Files in This Item: | ||||||
| File Name/Size | DocType | Version | Access | License | ||
| WOS000298995000007.p（1192KB） | 期刊论文 | 出版稿 | 限制开放 | Apache License | Application Full Text | |
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