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- Title
A l<sub>1</sub> Norm Based Image Prior Combination in Multiframe Superresolution.
- Authors
Min, Lei; Yang, Ping; Dong, Lizhi; Liu, Wenjin; Wang, Shuai; Xu, Bing; Liu, Yong
- Abstract
We address the multiframe superresolution problem using the variational Bayesian method in this paper. In the variational Bayesian framework, the prior is crucial in transferring the ill-posed reconstruction problem to a well-posed one. We propose a prior combination method based on filter bank and l1 norm. Multiple filters are used in our prior model, and the corresponding combination coefficient vector can be estimated by the characteristics of the filtered image and noise. Furthermore, the local adaptive coefficients of every filter are more effective in removing noise and preserving image edges. Extensive experiments demonstrate the advantages of the proposed method.
- Subjects
HIGH resolution imaging; IMAGE reconstruction; NORM-referenced tests; FILTER banks; BAYESIAN analysis
- Publication
Mathematical Problems in Engineering, 2017, p1
- ISSN
1024-123X
- Publication type
Article
- DOI
10.1155/2017/2694638