| Presentation | 2020-12-01 A Proposal of Convolutional Neural Networks detecting and removing noise for Random-Valued Impulse Noise Denoising Yukiya Fukuda, Ryosuke Kubota, Hakaru Tamukoh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | When digital images are transmitted, Random-Valued Impulse Noise (RVIN) may cause image degradation. RVIN is known as noise that is difficult to remove, because random values are added independently to original image information. In this paper, we propose a new RVIN removal method using a Convolutional Neural Networks(CNNs) with high accuracy. The proposed method consists of a detection part that detects where the RVINs are added and a removal part that removes detected RVIN. A detection result by the detection part is obtained as a matrix and it becomes input of the removal part with an input image. In experiments, the proposed method is compared with the conventional method from both viewpoints of detection and removal accuracy. As a result, some of the detection accuracies of the proposed method were lower than that of the conventional method, while the removal accuracy was improved. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Denoising / Random-Valued Impulse Noise / Convolutional Neural Network |
| Paper # | SIS2020-34 |
| Date of Issue | 2020-11-24 (SIS) |
| Conference Information | |
| Committee | SIS |
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| Conference Date | 2020/12/1(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Smart Personal Systems, etc. |
| Chair | Noriaki Suetake(Yamaguchi Univ.) |
| Vice Chair | Tomoaki Kimura(Kanagawa Inst. of Tech.) / Naoto Sasaoka(Tottori Univ.) |
| Secretary | Tomoaki Kimura(Kindai Univ.) / Naoto Sasaoka(National Inst. of Tech., Ube College) |
| Assistant | Yukihiro Bandoh(NTT) / Soh Yoshida(Kansai Univ.) |
| 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 Proposal of Convolutional Neural Networks detecting and removing noise for Random-Valued Impulse Noise Denoising |
| Sub Title (in English) | |
| Keyword(1) | Denoising |
| Keyword(2) | Random-Valued Impulse Noise |
| Keyword(3) | Convolutional Neural Network |
| 1st Author's Name | Yukiya Fukuda |
| 1st Author's Affiliation | Kyusyu Institute of Technology(Kytutech) |
| 2nd Author's Name | Ryosuke Kubota |
| 2nd Author's Affiliation | National Institute of Technology, Ube College(NITUC) |
| 3rd Author's Name | Hakaru Tamukoh |
| 3rd Author's Affiliation | Kyusyu Institute of Technology(Kyutech) |
| Date | 2020-12-01 |
| Paper # | SIS2020-34 |
| Volume (vol) | vol.120 |
| Number (no) | SIS-269 |
| Page | pp.pp.35-40(SIS), |
| #Pages | 6 |
| Date of Issue | 2020-11-24 (SIS) |