Beyond NMF: Time-domain audio source separation without phase reconstruction

Proceedings of the 14th International Society for Music Information Retrieval Conference, ISMIR 2013

Volumn , Issue , 2013, Pages 369-374

  Yoshii, Kazuyoshi ^a   Tomioka, Ryota ^b   Mochihashi, Daichi ^c   Goto, Masataka ^a  

^a NATIONAL INSTITUTE OF ADVANCED INDUSTRIAL SCIENCE AND TECHNOLOGY AIST   (Japan)

^b UNIVERSITY OF TOKYO   (Japan)

^c Institute of Statistical Mathematics(ISM)   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

FACTORIZATION; FREQUENCY DOMAIN ANALYSIS; INFORMATION RETRIEVAL; MATRIX ALGEBRA; MIXTURES; SEPARATION; SPECTROGRAPHS;

AUDIO SOURCE SEPARATION; HIGH QUALITY SOURCE; MULTIPLICATIVE UPDATES; MUSIC SOURCE SEPARATIONS; NATURAL EXTENSION; NONNEGATIVE MATRIX FACTORIZATION; PHASE RECONSTRUCTION; POSITIVE SEMIDEFINITE TENSORS;

SOURCE SEPARATION;

EID: 84937854467     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (22)

1. K. Itoyama et al. Query-by-example music information retrieval by score-informed source separation and remixing technologies. EURASIP Journal, 2010. Article ID 172961.
2. M. Goto. Active music listening interfaces based on signal processing. ICASSP, volume 4, pp. 1441–1444, 2007.
3. K. Yoshii et al. Drumix: An audio player with real-time drum-part rearrangement functions for active music listening. IPSJ Digital Courier, 3:134–144, 2007.
4. N. Sturmel et al. Linear mixing models for active listening of music productions in realistic studio conditions. AES Convention, 2012.
5. D. Lee and H. Seung. Algorithms for non-negative matrix factorization. NIPS, pp. 556–562, 2000.
6. D. W. Griffin and J. S. Lim. Signal estimation from modified short-time Fourier transform. IEEE Trans. on ASLP, 32(2):236–243, 1984.
7. J. Le Roux, H. Kameoka, N. Ono, and S. Sagayama. Explicit consistency constraints for STFT spectrograms and their application to phase reconstruction. SAPA, pp. 23–28, 2008.
8. J. Le Roux, H. Kameoka, N. Ono, and S. Sagayama. Fast signal reconstruction from magnitude STFT spectrogram based on spectrogram consistency. DAFx, pp. 397–403, 2010.
9. H. Kameoka et al. Complex NMF: A new sparse representation for acoustic signals. ICASSP, pp. 45–48, 2009.
10. J. Le Roux et al. Consistent Wiener filtering: Generalized time-frequency masking respecting spectrogram consistency. LVA/ICA, pp. 89–96, 2010.
11. K. Yoshii, R. Romioka, D. Mochihashi, and M. Goto. Infinite positive semidefinite tensor factorization for source separation of mixture signals. ICML, pp. 576–584, 2013.
12. P. Smaragdis and J. Brown. Nonnegative matrix factorization for polyphonic music transcription. WASPAA, 2003.
13. C. Févotte, N. Bertin, and J.-L. Durrieu. Nonnegative matrix factorization with the Itakura-Saito divergence: With application to music analysis. Neu. Comp., 21(3):793–830, 2009.
14. L. M. Bregman. The relaxation method of finding the common points of convex sets and its application to the solution of problems in convex programming. USSR CMMP, 1967.
15. M. Nakano et al. Convergence-guaranteed multiplicative algorithms for non-negative matrix factorization with beta divergence. MLSP, pp. 283–288, 2010.
16. J. Allen and L. Rabiner. A unified approach to short-time Fourier analysis and synthesis. IEEE, 1977.
17. B. Kulis, M. Sustik, and I. Dhillon. Low-rank kernel learning with Bregman matrix divergences. JMLR, 10:341–376, 2009.
18. M. Hoffman et al. Bayesian nonparametric matrix factorization for recorded music. ICML, pp. 439–446, 2010.
19. H. Sawada, H. Kameoka, S. Araki, and N. Ueda. Efficient algorithms for multichannel extensions of Itakura-Saito nonnegative matrix factorization. ICASSP, pp. 261–264, 2012.
20. M. Goto, H. Hashiguchi, T. Nishimura, and R. Oka. RWC music database: Music genre database and musical instrument sound database. ISMIR, pp. 229–230, 2003.
21. E. Vincent, R. Gribonval, and C. Févotte. Performance measurement in blind audio source separation. IEEE Trans. on ASSP, 14(4):1462–1469, 2006.
22. H. Kameoka and K. Kashino. Composite autoregressive system for sparse source-filter representation of speech. ISCAS, pp. 2477–2480, 2009.