Optimal filter based on scale-invariance generation of natural images

doi:10.1007/s11227-015-1398-8

	Optimal filter based on scale-invariance generation of natural images
	Jiang, Feng 1; Chen, Bo-Wei 2; Rho, Seungmin 3; Ji, Wen 4; Pan, Liqiang 1; Guo, Hongwei 1; Zhao, Debin 1
	2016
发表期刊	JOURNAL OF SUPERCOMPUTING
ISSN	0920-8542
卷号	72 期号:1 页码:5-23
摘要	One of the most striking properties of natural image statistics is the scale invariance. Some earlier studies have assumed that the kurtosis of marginal band pass filter response to be constant throughout scales for a natural image. In our study, this assumption is loosened by adaptively estimating an optimal filter computation whose response distributions through scales have the least Kullback-Leibler divergence. The adaptive filter and its responses characterize the scale-invariance property more accurately and effectively and are further utilized to model the statistics scale-invariance prior in this paper. Extensive experiments on image super-resolution and de-noising manifest that the explored natural images scale-invariance prior model achieves significant performance improvements over the current state-of-the-art schemes.
关键词	Image restoration Statistical modeling Scale invariance
DOI	10.1007/s11227-015-1398-8
收录类别	SCI
语种	英语
资助项目	Major State Basic Research Development Program of China (973 Program)[2015CB351804] ; National Natural Science Foundation of China[61272386] ; National Natural Science Foundation of China[61100096] ; National Science Council of the Republic of China[103-2917-I-564-058] ; Basic Science Research Program through the National Research Foundation of Korea (NRF) - Ministry of Education[2013R1A1A2061978]
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS记录号	WOS:000369265700002
出版者	SPRINGER
引用统计	被引频次：5[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/2XEOYT63/8878
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Chen, Bo-Wei
作者单位	1.Harbin Inst Technol, Dept Comp Sci & Technol, Harbin 150006, Peoples R China 2.Natl Cheng Kung Univ, Dept Elect Engn, 1 Univ Rd, Tainan 70101, Taiwan 3.Sungkyul Univ, Dept Multimedia, Anyang, South Korea 4.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Jiang, Feng,Chen, Bo-Wei,Rho, Seungmin,et al. Optimal filter based on scale-invariance generation of natural images[J]. JOURNAL OF SUPERCOMPUTING,2016,72(1):5-23.
APA	Jiang, Feng.,Chen, Bo-Wei.,Rho, Seungmin.,Ji, Wen.,Pan, Liqiang.,...&Zhao, Debin.(2016).Optimal filter based on scale-invariance generation of natural images.JOURNAL OF SUPERCOMPUTING,72(1),5-23.
MLA	Jiang, Feng,et al."Optimal filter based on scale-invariance generation of natural images".JOURNAL OF SUPERCOMPUTING 72.1(2016):5-23.