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Single Image Super-Resolution With Non-Local Means and Steering Kernel Regression
Zhang, Kaibing1; Gao, Xinbo1; Tao, Dacheng2,3; Li, Xuelong4
Department光学影像分析与学习中心
2012-11-01
Source PublicationIEEE TRANSACTIONS ON IMAGE PROCESSING
ISSN1057-7149
Volume21Issue:11Pages:4544-4556
Contribution Rank3
AbstractImage super-resolution (SR) reconstruction is essentially an ill-posed problem, so it is important to design an effective prior. For this purpose, we propose a novel image SR method by learning both non-local and local regularization priors from a given low-resolution image. The non-local prior takes advantage of the redundancy of similar patches in natural images, while the local prior assumes that a target pixel can be estimated by a weighted average of its neighbors. Based on the above considerations, we utilize the non-local means filter to learn a non-local prior and the steering kernel regression to learn a local prior. By assembling the two complementary regularization terms, we propose a maximum a posteriori probability framework for SR recovery. Thorough experimental results suggest that the proposed SR method can reconstruct higher quality results both quantitatively and perceptually.
SubtypeArticle
KeywordImage Super-resolution Non-local Means Regularization Prior Self-similarity Steering Kernel Regression
WOS HeadingsScience & Technology ; Technology
DOI10.1109/TIP.2012.2208977
Indexed BySCI ; EI
WOS KeywordQUALITY ASSESSMENT ; INTERPOLATION ; RECONSTRUCTION ; RESOLUTION ; ALGORITHM
Language英语
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS IDWOS:000310140700005
Citation statistics
Cited Times:229[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.opt.ac.cn/handle/181661/20783
Collection光学影像学习与分析中心
Affiliation1.Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
2.Univ Technol, Ctr Quantum Computat & Intelligent Syst, Ultimo, NSW 2007, Australia
3.Univ Technol, Fac Engn & Informat Technol, Ultimo, NSW 2007, Australia
4.Chinese Acad Sci, Ctr Opt Imagery Anal & Learning, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
Recommended Citation
GB/T 7714
Zhang, Kaibing,Gao, Xinbo,Tao, Dacheng,et al. Single Image Super-Resolution With Non-Local Means and Steering Kernel Regression[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2012,21(11):4544-4556.
APA Zhang, Kaibing,Gao, Xinbo,Tao, Dacheng,&Li, Xuelong.(2012).Single Image Super-Resolution With Non-Local Means and Steering Kernel Regression.IEEE TRANSACTIONS ON IMAGE PROCESSING,21(11),4544-4556.
MLA Zhang, Kaibing,et al."Single Image Super-Resolution With Non-Local Means and Steering Kernel Regression".IEEE TRANSACTIONS ON IMAGE PROCESSING 21.11(2012):4544-4556.
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