| Presentation | 2013-01-24 Low-Distortion Structure of Music Signal Separation Combining Directional Clustering and Nonnegative Matrix Factorization Yusuke IWAO, Hiroshi SAWATARI, Noriyoshi KAMADO, Kiyohiro SHIKANO, Kazunobu KONDO, Yu TAKAHASHI, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we address a music signal separation problem with low-distortion structure method combining directional clustering and nonnegative matrix factorization (NMF). By combining directional clustering and NMF, we can extract the target signal from music signals consisting of many source mixtures. However, if we directly combine two methods, the estimated target signal suffers from much spectral distortion. Therefore, in this paper, we propose a new low-distortion-structured music signal separation method combining two methods. In the evaluation experiment, we estimate the target signals from the stereo music signals containing four music instrument signals. From the results, we reveal that the proposed low-distortion method is superior to other methods, namely, directional clustering, NMF and direct combination of directional clustering and NMF. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | nonnegative matrix factorization / directional clustering / music signal processing / κ-means clustering |
| Paper # | EA2012-120 |
| Date of Issue |
| Conference Information | |
| Committee | EA |
|---|---|
| Conference Date | 2013/1/17(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Engineering Acoustics (EA) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Low-Distortion Structure of Music Signal Separation Combining Directional Clustering and Nonnegative Matrix Factorization |
| Sub Title (in English) | |
| Keyword(1) | nonnegative matrix factorization |
| Keyword(2) | directional clustering |
| Keyword(3) | music signal processing |
| Keyword(4) | κ-means clustering |
| 1st Author's Name | Yusuke IWAO |
| 1st Author's Affiliation | Nara Institute of Science and Technology() |
| 2nd Author's Name | Hiroshi SAWATARI |
| 2nd Author's Affiliation | Nara Institute of Science and Technology |
| 3rd Author's Name | Noriyoshi KAMADO |
| 3rd Author's Affiliation | Nara Institute of Science and Technology |
| 4th Author's Name | Kiyohiro SHIKANO |
| 4th Author's Affiliation | Nara Institute of Science and Technology |
| 5th Author's Name | Kazunobu KONDO |
| 5th Author's Affiliation | Yamaha Corporate Research & Development Center |
| 6th Author's Name | Yu TAKAHASHI |
| 6th Author's Affiliation | Yamaha Corporate Research & Development Center |
| Date | 2013-01-24 |
| Paper # | EA2012-120 |
| Volume (vol) | vol.112 |
| Number (no) | 388 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |