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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Tingbo Hou Sen Wang Hong Qin Miller, R.L. |
| Copyright Year | 2010 |
| Description | Author affiliation: Department of Computer Science, Stony Brook University, USA (Tingbo Hou; Hong Qin) || Kodak Research Laboratories, Eastman Kodak Company, USA (Sen Wang; Miller, R.L.) |
| Abstract | The natural image prior has been proven to be a powerful tool for image deblurring in recent years, though its performance against noise in various applications has not been thoroughly studied. In this paper, we present a multigrid natural image prior for image deconvolution that enhances its robustness against noise, and afford three applications of image deconvolution using this prior: deblurring, super-resolution, and denoising. The prior is based on a remarkable property of natural images that derivatives with different resolutions are subject to the same heavy-tailed distribution with a spatial factor. It can serve in both blind and non-blind deconvolutions. The performances of the proposed prior in different applications are demonstrated by corresponding experimental results. |
| Starting Page | 3569 |
| Ending Page | 3572 |
| File Size | 830063 |
| Page Count | 4 |
| File Format | |
| ISBN | 9781424479924 |
| ISSN | 15224880 |
| e-ISBN | 9781424479948 |
| e-ISBN | 9781424479931 |
| DOI | 10.1109/ICIP.2010.5651083 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2010-09-26 |
| Publisher Place | Hong Kong |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Deconvolution Image resolution Kernel Noise reduction Pixel PSNR image denoising Image deblurring natural image prior super-resolution |
| Content Type | Text |
| Resource Type | Article |
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