Musical instrument classification using non-negative matrix factorization algorithms

Proceedings - IEEE International Symposium on Circuits and Systems

Volumn , Issue , 2006, Pages 1844-1847

  Benetos, Emmanouil ^a   Kotti, Margarita ^a   Kotropoulos, Constantine ^a  

^a ARISTOTLE UNIVERSITY OF THESSALONIKI   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DATA ACQUISITION; FACTORIZATION; FEATURE EXTRACTION; MUSICAL INSTRUMENTS;

NON-NEGATIVE MATRIX FACTORIZATION (NMF); SOUND CLASSIFICATION; SPECTRUM PROJECTION COEFFICIENTS;

CLASSIFICATION (OF INFORMATION);

EID: 34547244802     PISSN: 02714310     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (13)

1. University of Iowa Musical Instrument Sample Database, http://theremin.music.uiowa.edu/index.html.
2. MPEG-7 overview (version 9), ISO/IEC JTC1/SC29/WG11 N5525, March 2003.
3. H. G. Kim, N. Moreau, and T. Sikora, "Audio classification based on MPEG-7 spectral basis representations," IEEE Trans. Circuits and Systems for Video Technology, vol. 14, no. 5, pp. 716-725, May 2004.
4. D. D. Lee and H. S. Seung, "Algoritmus for non-negative matrix factorization," Advances in Neural Information Processing Systems, vol. 13, pp. 556-562, 2001.
5. S. Z. Li, X. Hou, H. Zhang, and Q. Cheng, "Learning spatially localized, parts-based representation," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 1-6, 2001.
6. C. Hu, B. Zhang, S. Yan, Q. Yang, J. Yan, Z. Chen, and W. Ma, "Mining ratio rules via principal sparse non-negative matrix factorization," in Proc. IEEE Int. Conf. Data Mining, 2004.
7. I. Buciu and I. Pitas, "A new sparse image representation algorithm applied to facial expression recognition," in Proc. 17th Int. Conf. Pattern Recognition. August 2004.
8. G. Tzanetakis and P. Cook, "Musical genre classification of audio signals," IEEE Trans. Speech and Audio Processing, vol. 10, no. 5, pp. 293-302, July 2002.
9. J. C. Brown, O. Houix, and S. McAdams, "Feature dependence in the automatic identification of musical woodwind instruments," J. Acoustical Society of America, vol. 109, no. 3, pp. 1064-1072, March 2001.
10. A. Eronen and A. Klapuri, "Musical instrument recognition using cepstral coefficients and temporal features," in Proc. 2000 IEEE Int. Conf. Acoustics, Speech, and Signal Processing, vol. 2, pp. 753-756, June 2000.
11. K. D. Martin and Y. E. Kim, "Musical instrument identification: A pattern-recognition approach," in Proc. 136th Meeting Acoustical Society of America, October 1998.
12. A. Wieczorkowska, J. Wroblewski, P. Synak, and D. Slezak, "Application of temporal descriptors to musical instrument sound recognition," J. Intelligent Information Systems, vol. 21, no. 1, pp. 71-93, July 2003.
13. E. Benetos, M. Kotti, C. Kotropoulos, J. J. Burred, G. Eisenberg, M. Haller, and T. Sikora, "Comparison of subspace analysis-based and statistical model-based algorithms for musical instrument classification," 2nd Workshop On Immersive Communication And Broadcast Systems, October 2005.