Learning Saliency by MRF and Differential Threshold

CORC > 西安光学精密机械研究所 > 中国科学院西安光学精密机械研究所 > 光学影像学习与分析中心

	Learning Saliency by MRF and Differential Threshold
	Zhu, Guokang; Wang, Qi; Yuan, Yuan; Yan, Pingkun
刊名	ieee transactions on cybernetics
	2013-12-01
卷号	43 期号:6 页码:2032-2043
关键词	Computer vision differential threshold machine learning Markov random field (MRF) saliency detection visual attention
ISSN号	2168-2267
产权排序	1
英文摘要	saliency detection has been an attractive topic in recent years. the reliable detection of saliency can help a lot of useful processing without prior knowledge about the scene, such as content-aware image compression, segmentation, etc. although many efforts have been spent in this subject, the feature expression and model construction are far from perfect. the obtained saliency maps are therefore not satisfying enough. in order to overcome these challenges, this paper presents a new psychologic visual feature based on differential threshold and applies it in a supervised markov-random-field framework. experiments on two public data sets and an image retargeting application demonstrate the effectiveness, robustness, and practicability of the proposed method.
WOS标题词	science & technology ; technology
类目[WOS]	computer science, artificial intelligence ; computer science, cybernetics
研究领域[WOS]	computer science
关键词[WOS]	selective visual-attention ; object recognition ; region detection ; cluttered scenes ; image ; color ; segmentation ; model ; contrast ; context
收录类别	SCI ; EI
语种	英语
WOS记录号	WOS:000327647500042
内容类型	期刊论文
源URL	[http://ir.opt.ac.cn/handle/181661/23182]
专题	西安光学精密机械研究所_光学影像学习与分析中心
作者单位	Chinese Acad Sci, Xian Inst Optic & Precis Mech, State Key Lab Transient Optic & Photon, OPTIMAL, Xian 710119, u, Peoples R China
推荐引用方式 GB/T 7714	Zhu, Guokang,Wang, Qi,Yuan, Yuan,et al. Learning Saliency by MRF and Differential Threshold[J]. ieee transactions on cybernetics,2013,43(6):2032-2043.
APA	Zhu, Guokang,Wang, Qi,Yuan, Yuan,&Yan, Pingkun.(2013).Learning Saliency by MRF and Differential Threshold.ieee transactions on cybernetics,43(6),2032-2043.
MLA	Zhu, Guokang,et al."Learning Saliency by MRF and Differential Threshold".ieee transactions on cybernetics 43.6(2013):2032-2043.