| Presentation | 2018-12-07 A Switching Noise Removal Filter Based on Convolutional Neural Networks and Its Application to Random-valued Impulse Noise Yukiya Fukuda, Ryosuke Kubota, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In order to remove random-valued impulse noise (RVIN) on a color image, we propose a novel switching denoising filter based on convolutional neural networks (CNNs). The proposed method uses two kinds of CNNs to detect and remove RVIN. In the detection process, the CNNs of the proposed method outputs a probability that a target pixel is corrupted by RVIN. In the removal process, the value of pixel detected as the RVIN based on the probability is restored to the value predicted by CNNs. The validity and effectiveness of the proposed method are verified by applying it to the noise removal of color images. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Convolutional Neural Networks / Denoising / Switching Denoising Filter / Random-valued Impulse Noise |
| Paper # | SIS2018-29 |
| Date of Issue | 2018-11-29 (SIS) |
| Conference Information | |
| Committee | SIS |
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| Conference Date | 2018/12/6(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hagi Civic Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Smart Personal Systems, etc. |
| Chair | Takayuki Nakachi(NTT) |
| Vice Chair | Noriaki Suetake(Yamaguchi Univ.) / Tomoaki Kimura(Kanagawa Inst. of Tech.) |
| Secretary | Noriaki Suetake(Kyushu Inst. of Tech.) / Tomoaki Kimura(Tokyo Metropolitan Univ.) |
| Assistant | Takanori Koga(National Inst. of Tech. Tokuyama College) / Hideaki Misawa(National Inst. of Tech., Ube College) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Switching Noise Removal Filter Based on Convolutional Neural Networks and Its Application to Random-valued Impulse Noise |
| Sub Title (in English) | |
| Keyword(1) | Convolutional Neural Networks |
| Keyword(2) | Denoising |
| Keyword(3) | Switching Denoising Filter |
| Keyword(4) | Random-valued Impulse Noise |
| 1st Author's Name | Yukiya Fukuda |
| 1st Author's Affiliation | National Institute of Technology, Ube College(NIT, UC) |
| 2nd Author's Name | Ryosuke Kubota |
| 2nd Author's Affiliation | National Institute of Technology, Ube College(NIT, UC) |
| Date | 2018-12-07 |
| Paper # | SIS2018-29 |
| Volume (vol) | vol.118 |
| Number (no) | SIS-346 |
| Page | pp.pp.41-46(SIS), |
| #Pages | 6 |
| Date of Issue | 2018-11-29 (SIS) |