Orientation judgment for abstract paintings
Liu, Jia1,2; Dong, Weiming2; Zhang, Xiaopeng2; Jiang, Zhiguo3
2017
发表期刊MULTIMEDIA TOOLS AND APPLICATIONS
卷号76期号:1页码:1017-1036
文章类型Article
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.
关键词Abstract Paintings Image Classification Feature Extraction Orientation Judgment Art Theory
WOS标题词Science & Technology ; Technology
DOI10.1007/s11042-015-3104-5
关键词[WOS]POLLOCKS DRIP PAINTINGS
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61172104)
WOS研究方向Computer Science ; Engineering
WOS类目Computer Science, Information Systems ; Computer Science, Software Engineering ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号WOS:000392292000044
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/13028
专题模式识别国家重点实验室_多媒体计算与图形学
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
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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.
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