| Presentation | 2010-05-14 Kalman Filter Based Robust Restoration Method with Colored Driving Source Nari TANABE, Ryu NAGAYASU, Naoto HOSODA, Toshihiro FURUKAWA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a Kalman filter based robust restoration method with colored driving source for degraded images. The method aims to achieve high quality image restoration for blur and noise disturbance from the canonical state space models with (i) a state equation composed of the original image, and (ii) an observation equation composed of the original image, blur, and noise. The remarkable feature of the proposed method is realization of high performance image restoration without sacrificing an original image despite simple image restoration using only Kalman filter. We show the effectiveness of the propose method, which utilized the Kalman filter theory for the proposed canonical state space models with the colored driving source, using numerical results and subjective evaluation results. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Blur / noise / image restoration / Kalman filter / canonical state space models / colored driving source |
| Paper # | IE2010-46,PRMU2010-34,MI2010-34 |
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| Conference Information | |
| Committee | MI |
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| Conference Date | 2010/5/6(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Medical Imaging (MI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Kalman Filter Based Robust Restoration Method with Colored Driving Source |
| Sub Title (in English) | |
| Keyword(1) | Blur |
| Keyword(2) | noise |
| Keyword(3) | image restoration |
| Keyword(4) | Kalman filter |
| Keyword(5) | canonical state space models |
| Keyword(6) | colored driving source |
| 1st Author's Name | Nari TANABE |
| 1st Author's Affiliation | Tokyo University of Science, Suwa() |
| 2nd Author's Name | Ryu NAGAYASU |
| 2nd Author's Affiliation | Tokyo University of Science, Suwa |
| 3rd Author's Name | Naoto HOSODA |
| 3rd Author's Affiliation | Tokyo University of Science, Suwa |
| 4th Author's Name | Toshihiro FURUKAWA |
| 4th Author's Affiliation | Tokyo University of Science |
| Date | 2010-05-14 |
| Paper # | IE2010-46,PRMU2010-34,MI2010-34 |
| Volume (vol) | vol.110 |
| Number (no) | 28 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |