| Presentation | 2004/9/9 A Technique for Mixed Noise Reduction Based on Support Vector Machine Jyun'ichi MATSUSHITA, Atsusi FUJIKI, Takehiro IMAI, Mitsuji MUNEYASU, Nobuyuki TOYA, Shigeru IMANISHI, Yasuo NOMURA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose a noise reduction method for images based on support vector machine (SVM). This method classifies pixels by the local features of them and processes them by a suitable processing according to their features. In the proposed method, white Gaussian noise reduction with edge preserving is especially considered. The mixed noise reduction based on the combination of the proposed method and the impulse noise reduction filter by using SVM is also described. Simulation results show the effectiveness of the proposed method for the reduction of white Gaussian noise and mixed noise with edge preserving. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | SVM / white Gaussian noise / edge preserving / pattern classification / mixed noise |
| Paper # | EA2004-47,SIP2004-51,SIS2004-18 |
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| Conference Information | |
| Committee | SIP |
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| Conference Date | 2004/9/9(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Signal Processing (SIP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Technique for Mixed Noise Reduction Based on Support Vector Machine |
| Sub Title (in English) | |
| Keyword(1) | SVM |
| Keyword(2) | white Gaussian noise |
| Keyword(3) | edge preserving |
| Keyword(4) | pattern classification |
| Keyword(5) | mixed noise |
| 1st Author's Name | Jyun'ichi MATSUSHITA |
| 1st Author's Affiliation | Faculty of Engineering, Kansai University() |
| 2nd Author's Name | Atsusi FUJIKI |
| 2nd Author's Affiliation | Faculty of Engineering, Kansai University |
| 3rd Author's Name | Takehiro IMAI |
| 3rd Author's Affiliation | Faculty of Engineering, Kansai University |
| 4th Author's Name | Mitsuji MUNEYASU |
| 4th Author's Affiliation | Faculty of Engineering, Kansai University |
| 5th Author's Name | Nobuyuki TOYA |
| 5th Author's Affiliation | Faculty of Engineering, Kansai University |
| 6th Author's Name | Shigeru IMANISHI |
| 6th Author's Affiliation | Faculty of Engineering, Kansai University |
| 7th Author's Name | Yasuo NOMURA |
| 7th Author's Affiliation | Faculty of Engineering, Kansai University |
| Date | 2004/9/9 |
| Paper # | EA2004-47,SIP2004-51,SIS2004-18 |
| Volume (vol) | vol.104 |
| Number (no) | 305 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |