| Presentation | 2022-05-13 Study on noise reduction with a single noisy speech based on Double-DIP Hien Oonaka, Takuya Fujimura, Ryoichi Miyazaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes a new noise reduction method with an untrained Deep Neural Network ( DNN) for a single noisy speech. Image processing based on Deep Image Prior (DIP) has been proposed as a new deep learning framework that does not require pre-training using large amounts of data. DIP focuses on the image generation process in deep learning, and can achieve image processing such as noise reduction for a single degraded image using only an untrained convolutional neural network (CNN). In this study, we first conduct preliminary experiments on noise reduction of speech signals using only untrained CNNs with reference to DIP. Then, we experimentally show that image denoising based on DIP cannot be applied directly to speech signal denoising. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Noise removal / Deep learning / Deep Prior |
| Paper # | EA2022-12 |
| Date of Issue | 2022-05-06 (EA) |
| Conference Information | |
| Committee | EA |
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| Conference Date | 2022/5/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yoshinobu Kajikawa(Kansai Univ.) |
| Vice Chair | Kenichi Furuya(Oita Univ.) / Shoichi Koyama(Univ. of Tokyo) |
| Secretary | Kenichi Furuya(NTT) / Shoichi Koyama(RitsumeikanUniv.) |
| Assistant | Yukou Wakabayashi(Tokyo Metropolitan Univ.) / Tatsuya Komatsu(LINE) |
| Paper Information | |
| Registration To | Technical Committee on Engineering Acoustics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Study on noise reduction with a single noisy speech based on Double-DIP |
| Sub Title (in English) | |
| Keyword(1) | Noise removal |
| Keyword(2) | Deep learning |
| Keyword(3) | Deep Prior |
| 1st Author's Name | Hien Oonaka |
| 1st Author's Affiliation | National Institute of Technology, Tokuyama College(NITTC) |
| 2nd Author's Name | Takuya Fujimura |
| 2nd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 3rd Author's Name | Ryoichi Miyazaki |
| 3rd Author's Affiliation | National Institute of Technology, Tokuyama College(NITTC) |
| Date | 2022-05-13 |
| Paper # | EA2022-12 |
| Volume (vol) | vol.122 |
| Number (no) | EA-20 |
| Page | pp.pp.54-61(EA), |
| #Pages | 8 |
| Date of Issue | 2022-05-06 (EA) |