| Presentation | 2003/6/20 Chord Recognition Using Gaussian Mixture Model Masato SUGANO, Keiichiro SHIRAI, Takayuki NAGAI, Masaaki IKEHARA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, the method of recognizing the chord of a musical piece using a gaussian mixture model (GMM) is proposed, and an experiment examination result is reported. The input sound signal from frame division is divided for every octave using filterbank, and the power spectrum corresponding to 12 sound name is extracted as a 12-dimensional vector from each octave. It asks for mixed dignity, an average vector, and a covariance matrix from this vector, and GMM is formed from these. Additionally, by using N-gram model together, the model is in consideration of chord progression. And above, it can be adapted to non-learned range, and the method of the case of a complicated composition sound on real time into consideration in the future is proposed. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | gaussian mixture model / N-gram model / chord recognition / pitch extraction / music understanding |
| Paper # | DSP2003-56 |
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| Conference Information | |
| Committee | DSP |
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| Conference Date | 2003/6/20(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 | Digital Signal Processing (DSP) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Chord Recognition Using Gaussian Mixture Model |
| Sub Title (in English) | |
| Keyword(1) | gaussian mixture model |
| Keyword(2) | N-gram model |
| Keyword(3) | chord recognition |
| Keyword(4) | pitch extraction |
| Keyword(5) | music understanding |
| 1st Author's Name | Masato SUGANO |
| 1st Author's Affiliation | Keio University() |
| 2nd Author's Name | Keiichiro SHIRAI |
| 2nd Author's Affiliation | Keio University |
| 3rd Author's Name | Takayuki NAGAI |
| 3rd Author's Affiliation | The University of Electro-Communications |
| 4th Author's Name | Masaaki IKEHARA |
| 4th Author's Affiliation | Keio University |
| Date | 2003/6/20 |
| Paper # | DSP2003-56 |
| Volume (vol) | vol.103 |
| Number (no) | 147 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |