| Presentation | 2019-03-04 The percussion instruments separation method using the Deep U-Net Yosuke Ito, Kuroyanagi Susumu, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Modern popular music is often mixed with harmonic musical instruments and percussion instruments. Therefore, when analyzing percussion instrument sound or grooves, pre-processing for separating harmonic musical instrument sound and percussion instrument sound is useful. In this study, we propose a percussion (drum) sound source separation method as such preprocessing. In the proposed method, a mask on the time-frequency domain that separates percussion sounds is generated using U-Net.It showed the higher separation performance of the proposed method than the conventional method with HPSS (Harmonic/Percussive Sound Separation)) using the median filter. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | percussion instruments / HPSS / CNN / U-Net |
| Paper # | NC2018-44 |
| Date of Issue | 2019-02-25 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2019/3/4(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | University of Electro Communications |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Yutaka Hirata(Chubu Univ.) / Masaki Kyoso(TCU) |
| Vice Chair | Hayaru Shouno(UEC) / Taishin Nomura(Osaka Univ.) |
| Secretary | Hayaru Shouno(Nagoya Univ.) / Taishin Nomura(NAIST) |
| Assistant | Keiichiro Inagaki(Chubu Univ.) / Takashi Shinozaki(NICT) / Takumi Kobayashi(YNU) / Ｙａｓｕｙｕｋｉ Ｓｕｚｕｋｉ(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | The percussion instruments separation method using the Deep U-Net |
| Sub Title (in English) | |
| Keyword(1) | percussion instruments |
| Keyword(2) | HPSS |
| Keyword(3) | CNN |
| Keyword(4) | U-Net |
| 1st Author's Name | Yosuke Ito |
| 1st Author's Affiliation | Nagoya Institute of Technology(NIT) |
| 2nd Author's Name | Kuroyanagi Susumu |
| 2nd Author's Affiliation | Nagoya Institute of Technology(NIT) |
| Date | 2019-03-04 |
| Paper # | NC2018-44 |
| Volume (vol) | vol.118 |
| Number (no) | NC-470 |
| Page | pp.pp.1-6(NC), |
| #Pages | 6 |
| Date of Issue | 2019-02-25 (NC) |