| Presentation | 2020-01-31 Basic Evaluation of Environmental Noise Removal for Improving Alarm Sound Source Classification Performance Takeru Kadokura, Yuuki Hashizume, Yuusuke Kawakita, Hiroshi Tanaka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The authors are studying a method to classify ringing devices with high accuracy using neural networks from indoor alarm sounds for hearing impaired people and elderly people. In the room, there are many noises that affect the classification performance, such as the sound of a vacuum cleaner and a TV, as well as the alarm sound source. This paper describes the results of comparing the classification performance using the Spectral Subtraction method and the Denoising Autoencoder used for noise removal while changing the noise level. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Network / Classification / Noise Reduction / Spectral Subtraction / Denoising Autoencoder |
| Paper # | SeMI2019-114 |
| Date of Issue | 2020-01-23 (SeMI) |
| Conference Information | |
| Committee | SeMI |
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| Conference Date | 2020/1/30(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Susumu Ishihara(Shizuoka Univ.) |
| Vice Chair | Kazuya Monden(Hitachi) / Koji Yamamoto(Kyoto Univ.) |
| Secretary | Kazuya Monden(Kyoto Univ.) / Koji Yamamoto(NTT DOCOMO) |
| Assistant | Akira Uchiyama(Osaka Univ.) / Kenji Kanai(Waseda Univ.) / Masafumi Hashimoto(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Sensor Network and Mobile Intelligence |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Basic Evaluation of Environmental Noise Removal for Improving Alarm Sound Source Classification Performance |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | Classification |
| Keyword(3) | Noise Reduction |
| Keyword(4) | Spectral Subtraction |
| Keyword(5) | Denoising Autoencoder |
| 1st Author's Name | Takeru Kadokura |
| 1st Author's Affiliation | Kanagawa Institute of Technology(Kanagawa Institute of Technology) |
| 2nd Author's Name | Yuuki Hashizume |
| 2nd Author's Affiliation | Kanagawa Institute of Technology(Kanagawa Institute of Technology) |
| 3rd Author's Name | Yuusuke Kawakita |
| 3rd Author's Affiliation | Kanagawa Institute of Technology(Kanagawa Institute of Technology) |
| 4th Author's Name | Hiroshi Tanaka |
| 4th Author's Affiliation | Kanagawa Institute of Technology(Kanagawa Institute of Technology) |
| Date | 2020-01-31 |
| Paper # | SeMI2019-114 |
| Volume (vol) | vol.119 |
| Number (no) | SeMI-406 |
| Page | pp.pp.57-62(SeMI), |
| #Pages | 6 |
| Date of Issue | 2020-01-23 (SeMI) |