Active co-analysis of a set of shapes
文献类型：期刊论文
| 作者 | Wang, Yunhai; Asafi, Shmulik; van Kaick, Oliver; Zhang, Hao; Cohen-Or, Daniel; Chen, Baoquan |
| 刊名 | ACM Transactions on Graphics
 |
| 出版日期 | 2012 |
| 英文摘要 | Unsupervised co-analysis of a set of shapes is a difficult problem since the geometry of the shapes alone cannot always fully describe the semantics of the shapeparts. In this paper, we propose a semi-supervised learning method where the user actively assists in the co-analysis by iteratively providing inputs that progressively constrain the system. We introduce a novel constrained clustering method based on a spring system which embeds elements to better respect their inter-distances in feature space together with the usergiven set of constraints. We also present an active learning method that suggests to the user where his input is likely to be the most effective in refining the results. We show that each single pair of constraints affects many relations across the set. Thus, the method requires only a sparse set of constraints to quickly converge toward a consistent and error-free semantic labeling of the set. © 2012 ACM.(36 refs) |
| 收录类别 | SCI |
| 原文出处 | http://delivery.acm.org/10.1145/2370000/2366184/a165-wang.pdf?ip=210.75.252.216&id=2366184&acc=ACTIVE%20SERVICE&key=33E289E220520BFB%2E6FFDCCEC948C43C2%2E4D4702B0C3E38B35%2E4D4702B0C3E38B35&CFID=682833974&CFTOKEN=29485537&__acm__=1434201234_f030f5a7f534c6e236b334fe4e3088ab |
| 语种 | 英语 |
| 源URL | [http://ir.siat.ac.cn:8080/handle/172644/4170]  |
| 专题 | 深圳先进技术研究院_数字所 |
| 作者单位 | ACM Transactions on Graphics |
| 推荐引用方式 GB/T 7714 | Wang, Yunhai,Asafi, Shmulik,van Kaick, Oliver,et al. Active co-analysis of a set of shapes[J]. ACM Transactions on Graphics,2012. |
| APA | Wang, Yunhai,Asafi, Shmulik,van Kaick, Oliver,Zhang, Hao,Cohen-Or, Daniel,&Chen, Baoquan.(2012).Active co-analysis of a set of shapes.ACM Transactions on Graphics. |
| MLA | Wang, Yunhai,et al."Active co-analysis of a set of shapes".ACM Transactions on Graphics (2012). |
入库方式： OAI收割
来源：深圳先进技术研究院
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