| Presentation | 2020-03-06 Adversarial Training using Self-Attention Architecture for Speech Enhancement Network Yosuke Sugiura, Shimamura Tetsuya, |
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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 new adversarial training for improving performance of the speech enhancement network. In the proposed method, the self-attention architecture is applied to the generated speech waveform to obtain categorical information without supervised training. The categorical information concatenated to the input of the discriminator relaxes the problem and achieves the accurate adversarial training. Through the simulation experiments, we reveal that the proposed method can construct the network that can accurately restore the speech waveform compared with the conventional method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Speech Enhancement / Neural Network / Adversarial Training / Self-Attention |
| Paper # | SIS2019-59 |
| Date of Issue | 2020-02-27 (SIS) |
| Conference Information | |
| Committee | SIS |
|---|---|
| Conference Date | 2020/3/5(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Saitama Hall |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Soft Computing, etc. |
| Chair | Takayuki Nakachi(NTT) |
| Vice Chair | Noriaki Suetake(Yamaguchi Univ.) / Tomoaki Kimura(Kanagawa Inst. of Tech.) |
| Secretary | Noriaki Suetake(Tokyo Metropolitan Univ.) / Tomoaki Kimura(Kindai Univ.) |
| Assistant | Hideaki Misawa(National Inst. of Tech., Ube College) / Yukihiro Bandoh(NTT) |
| 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) | Adversarial Training using Self-Attention Architecture for Speech Enhancement Network |
| Sub Title (in English) | |
| Keyword(1) | Speech Enhancement |
| Keyword(2) | Neural Network |
| Keyword(3) | Adversarial Training |
| Keyword(4) | Self-Attention |
| 1st Author's Name | Yosuke Sugiura |
| 1st Author's Affiliation | Saitama University(Saitama Univ.) |
| 2nd Author's Name | Shimamura Tetsuya |
| 2nd Author's Affiliation | Saitama University(Saitama Univ.) |
| Date | 2020-03-06 |
| Paper # | SIS2019-59 |
| Volume (vol) | vol.119 |
| Number (no) | SIS-458 |
| Page | pp.pp.125-129(SIS), |
| #Pages | 5 |
| Date of Issue | 2020-02-27 (SIS) |