Learning How Objects Function via Co-Analysis of Interactions.

	Learning How Objects Function via Co-Analysis of Interactions.
	Hu, Ruizhen; van Kaick, Oliver; Wu, Bojian; Huang, Hui; Shamir, Ariel; Zhang, Hao
刊名	ACM TRANSACTIONS ON GRAPHICS
	2016
英文摘要	We introduce a co-analysis method which learns a functionality model for an object category, e.g., strollers or backpacks. Like previous works on functionality, we analyze object-to-object interactions and intra-object properties and relations. Differently from previous works, our model goes beyond providing a functionality oriented descriptor for a single object; it prototypes the functionality of a category of 3D objects by co-analyzing typical interactionsinvolving objects from the category. Furthermore, our co-analysis localizes the studied properties to the specific locations, or surface patches, that support specific functionalities, and then integrates the patch-level properties into a category functionality model. Thus our model focuses on the how, via common interactions, and where, via patch localization, of functionality analysis. Given a collection of 3D objects belonging to the same category, with each object provided within a scene context, our co-analysis yields a set of proto-patches, each of which is a patch prototype supporting a specific type of interaction, e.g., stroller handle held by hand. The learned category functionality model is composed of proto-patches, along with their pairwise relations, which together summarize the functional properties of all the patches that appear in the input object category. With the learned functionality models for various object categories serving as a knowledge base, we are able to form a functional understanding of an individual 3D object, without a scene context. With patch localization in the model, functionality-aware modeling, e.g, functional object enhancement and the creation of functional object hybrids, is made possible
收录类别	SCI
原文出处	http://people.scs.carleton.ca/~olivervankaick/publications.html
语种	英语
内容类型	期刊论文
源URL	[http://ir.siat.ac.cn:8080/handle/172644/10171]
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	Hu, Ruizhen,van Kaick, Oliver,Wu, Bojian,et al. Learning How Objects Function via Co-Analysis of Interactions.[J]. ACM TRANSACTIONS ON GRAPHICS,2016.
APA	Hu, Ruizhen,van Kaick, Oliver,Wu, Bojian,Huang, Hui,Shamir, Ariel,&Zhang, Hao.(2016).Learning How Objects Function via Co-Analysis of Interactions..ACM TRANSACTIONS ON GRAPHICS.
MLA	Hu, Ruizhen,et al."Learning How Objects Function via Co-Analysis of Interactions.".ACM TRANSACTIONS ON GRAPHICS (2016).