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Strategy for aesthetic photography recommendation via collaborative composition model

文献类型：期刊论文

作者Zhang, Yanhao1; Huang, Qingming1,2; Qin, Lei3; Zhao, Sicheng1; Lu, Xiusheng1; Sun, Xiaoshuai1; Yao, Hongxun1
刊名IET COMPUTER VISION
出版日期2015-10-01
卷号9期号:5页码:691-698
ISSN号1751-9632
DOI10.1049/iet-cvi.2014.0276
英文摘要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.
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
语种英语
WOS记录号WOS:000361362400009
出版者INST ENGINEERING TECHNOLOGY-IET
源URL[http://119.78.100.204/handle/2XEOYT63/9367]  
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.

入库方式： OAI收割

来源：计算技术研究所

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