Strategy for aesthetic photography recommendation via collaborative composition model

doi:10.1049/iet-cvi.2014.0276

	Strategy for aesthetic photography recommendation via collaborative composition model
	Zhang, Yanhao 1; Huang, Qingming 1,2; Qin, Lei 3; Zhao, Sicheng 1; Lu, Xiusheng 1; Sun, Xiaoshuai 1; Yao, Hongxun 1
	2015-10-01
发表期刊	IET COMPUTER VISION
ISSN	1751-9632
卷号	9 期号:5 页码:691-698
摘要	In this study, the authors propose a collaborative composition model for automatically recommending suitable positions and poses in the scene of photography taken by amateurs. By analysing aesthetic-aware features, the authors' strategy jointly takes attention and geometry composition into account to learn the aesthetic manifestation knowledge of professional photographers. Firstly, aesthetic composition representation exploits the strength of visual saliency to explicitly encode the spatial correlation of the professional photos. Secondly, l2 regularised least square is adopted to constrain the representation coefficients, which provides a fast solution in selecting aesthetic candidates collaboratively. In addition, a novel confidence measure scheme is further designed based on reconstruction errors and the reference photos are updated adaptively according to the composition rules. Both qualitative and quantitative evaluations show that the model performs well for the portrait photographing recommendation.
DOI	10.1049/iet-cvi.2014.0276
收录类别	SCI
语种	英语
资助项目	National Basic Research Program of China (973 Program)[2012CB316400] ; National Basic Research Program of China (973 Program)[2015CB351802] ; National Natural Science Foundation of China[61133003] ; National Natural Science Foundation of China[61332016] ; National Natural Science Foundation of China[61390510]
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000361362400009
出版者	INST ENGINEERING TECHNOLOGY-IET
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/9368
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Huang, Qingming
作者单位	1.Harbin Inst Technol, Sch Comp Sci, Harbin 150001, Peoples R China 2.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 100049, Peoples R China 3.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Zhang, Yanhao,Huang, Qingming,Qin, Lei,et al. Strategy for aesthetic photography recommendation via collaborative composition model[J]. IET COMPUTER VISION,2015,9(5):691-698.
APA	Zhang, Yanhao.,Huang, Qingming.,Qin, Lei.,Zhao, Sicheng.,Lu, Xiusheng.,...&Yao, Hongxun.(2015).Strategy for aesthetic photography recommendation via collaborative composition model.IET COMPUTER VISION,9(5),691-698.
MLA	Zhang, Yanhao,et al."Strategy for aesthetic photography recommendation via collaborative composition model".IET COMPUTER VISION 9.5(2015):691-698.