Orientation judgment for abstract paintings

doi:10.1007/s11042-015-3104-5

CORC > 自动化研究所 > 中国科学院自动化研究所 > 模式识别国家重点实验室 > 多媒体计算与图形学团队

	Orientation judgment for abstract paintings
	Liu, Jia 1,2; Dong, Weiming2 ; Zhang, Xiaopeng2 ; Jiang, Zhiguo 3
刊名	MULTIMEDIA TOOLS AND APPLICATIONS
	2017
卷号	76 期号:1 页码:1017-1036
关键词	Abstract Paintings Image Classification Feature Extraction Orientation Judgment Art Theory
DOI	10.1007/s11042-015-3104-5
文献子类	Article
英文摘要	Artists decide the orientation at which an abstract painting should be hung based on their ideas, but the correct orientation is not obvious to other viewers. Some studies have found that abstract paintings at the correct orientations generally get higher aesthetic ratings from viewers. This encourages us to deal with the problem of orientation judgment for abstract paintings through machine learning. First, we design a group of methods to extract features from paintings based on the theories in abstract art. Then a machine leaning framework is proposed using Naive Bayes classifier and BP neural network classifier for training and orientation testing. Experiments show that it can classify abstract paintings into up and non-up ones with performance comparable to human. This is the first work of orientation judgment for abstract paintings through computer simulation, and the results demonstrate the validity of abstract art theories used for feature definition. This work provides a new scheme for exploring the relationship between aesthetic quality of abstract paintings and their computational visual features.
WOS关键词	POLLOCKS DRIP PAINTINGS
WOS研究方向	Computer Science ; Engineering
语种	英语
WOS记录号	WOS:000392292000044
资助机构	National Natural Science Foundation of China(61172104)
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/13028]
专题	自动化研究所_模式识别国家重点实验室_多媒体计算与图形学团队
通讯作者	Liu, Jia
作者单位	1.Beijing Informat Sci & Technol Univ, Sch Automat, Beijing, Peoples R China 2.Chinese Acad Sci, Inst Automat, LIAMA NLPR, Beijing, Peoples R China 3.Beihang Univ, Sch Astronaut, Image Proc Ctr, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Liu, Jia,Dong, Weiming,Zhang, Xiaopeng,et al. Orientation judgment for abstract paintings[J]. MULTIMEDIA TOOLS AND APPLICATIONS,2017,76(1):1017-1036.
APA	Liu, Jia,Dong, Weiming,Zhang, Xiaopeng,&Jiang, Zhiguo.(2017).Orientation judgment for abstract paintings.MULTIMEDIA TOOLS AND APPLICATIONS,76(1),1017-1036.
MLA	Liu, Jia,et al."Orientation judgment for abstract paintings".MULTIMEDIA TOOLS AND APPLICATIONS 76.1(2017):1017-1036.