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) |