Computer vision analysis for children&apos;s social play classification in   peer-play scenarios

doi:10.3233/AIS-170424

CORC > 北京大学 > 心理与认知科学学院

	Computer vision analysis for children's social play classification in peer-play scenarios
	Duan, Dingrui ; Huang, Yingning ; Cui, Jinshi ; Wang, Li ; Wang, Xuan ; Zha, Hongbin
刊名	JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS
	2017
关键词	Visual attention computation children&apos social behavior analysis CHILDHOOD VIDEOS s play behavior classification
DOI	10.3233/AIS-170424
英文摘要	Labeling children's social play behavior is an important process in children's peer-play analysis which is traditionally done by experienced coders. With the growing volume of data, automatic methods for labeling are increasingly required. This paper presents a novel method to classify children's social play behavior in peer-play scenarios into three categories (solitary play, parallel play and group play). Based on the two key cues attentiveness and proximity proposed in "The Play Observation Scale", unary features and pairwise features are calculated to describe the relationships between a child and the whole context, and the interactions between two children. Inspired by the recent studies in social behavior analysis and interaction recognition, children's activities are classified by support vector machine (SVM) and hidden conditional random field (HCRF). This method is evaluated by a dataset of children's peer-play scenarios collected by psychology researchers and the results show this method has a good performance in the dataset.; National High Technology Research and Development Program of China [2012AA011602]; NSFC [61273 253]; SCI(E); SSCI; ARTICLE; 2; 225-238; 9
语种	英语
内容类型	期刊论文
源URL	[http://ir.pku.edu.cn/handle/20.500.11897/469469]
专题	心理与认知科学学院
推荐引用方式 GB/T 7714	Duan, Dingrui,Huang, Yingning,Cui, Jinshi,et al. Computer vision analysis for children's social play classification in peer-play scenarios[J]. JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS,2017.
APA	Duan, Dingrui,Huang, Yingning,Cui, Jinshi,Wang, Li,Wang, Xuan,&Zha, Hongbin.(2017).Computer vision analysis for children's social play classification in peer-play scenarios.JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS.
MLA	Duan, Dingrui,et al."Computer vision analysis for children's social play classification in peer-play scenarios".JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS (2017).