Performance measurement in blind audio source separation

IEEE Transactions on Audio, Speech and Language Processing

Volumn 14, Issue 4, 2006, Pages 1462-1469

  Vincent, Emmanuel ^a   Gribonval, Rémi ^b   Févotte, Cédric ^c  

^a QUEEN MARY UNIVERSITY OF LONDON   (United Kingdom)

^b CAMPUS DE BEAULIEU   (France)

^c UNIVERSITY OF CAMBRIDGE   (United Kingdom)

Author keywords

Audio source separation; Evaluation; Measure; Performance; Quality

Indexed keywords

ACOUSTIC SIGNAL PROCESSING; ALGORITHMS; DIGITAL FILTERS; PROBLEM SOLVING; TIME VARYING SYSTEMS;

ALGORITHMIC ARTIFACTS; AUDIO SOURCE SEPARATION; TIME INVARIANT GAINS; TIME VARYING FILTERS;

BLIND SOURCE SEPARATION;

EID: 33744975847     PISSN: 15587916     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSA.2005.858005     Document Type: Article

References (18)

1. J.-F. Cardoso, "Blind source separation: Statistical principles," Proc. IEEE, vol. 9, no. 10, pp. 2009-2025, Oct. 1998.
2. M. Zibulevsky and B. Pearlmutter, "Blind source separation by sparse decomposition in a signal dictionnary," Neural Comput., vol. 13, no. 4, 2001.
3. D. Ellis, "Prediction-driven computational auditory scene analysis," Ph.D. dissertation, MIT, Cambridge, MA, Jun. 1996.
4. E. Vincent, C. Févotte, R. Gribonval, L. Benaroya, A. Röbel, X. Rodet, F. Bimbot, and E. Le Carpentier, "A tentative typology of audio source separation tasks," in Proc. Int. Symp. ICA and BSS (ICA 03), Nara, Apr. 2003, pp. 715-720.
5. N. Murata, S. Ikeda, and A. Ziehe, "An approach to blind source separation based on temporal structure of speech signals," Neurocomputing, vol. 41, no. 1-4, pp. 1-24, 2001.
6. D. Schobben, K. Torkkola, and P. Smaragdis, "Evaluation of blind signal separation methods," in Proc. Int. Symp. ICA and BSS (ICA 99), Aussois, France, Jan. 1999, pp. 261-266.
7. R. Lambert, "Difficulty measures and figures of merit for source separation," in Proc. Int. Symp. ICA and BSS (ICA 99), Aussois, France, Jan. 1999, pp. 133-138.
8. C. Févotte and C. Doncarli, "Two contributions to blind source separation using time-frequency distributions," IEEE Signal Process. Lett., vol. 11, no. 3, pp. 386-389, Mar. 2004.
9. T. Takatani, T. Nishikawa, H. Saruwatari, and K. Shikano, "SIMO-model-based independent component analysis for high-fidelity blind separation of acoustic signals," in Proc. Int. Symp. ICA and BSS (ICA 03), Nara, Japan, Apr. 2003, pp. 993-998.
10. M. V. Hulle, "Clustering approach to square and nonsquare blind source separation," in Proc. IEEE Workshop Neural Networks for Signal Processing, Aug. 1999, pp. 315-323.
11. R. Gribonval, "Sparse decomposition of stereo signals with matching pursuit and application to blind separation of more than two sources from a stereo mixture," in Proc. Int. Conf. Acoust. Speech Signal Processing, Orlando, FL, May 2002.
12. A. Jourjine, S. Rickard, and O. Yilmaz, "Blind separation of disjoint orthogonal signals: Demixing n sources from 2 mixtures," in Proc. Int. Conf. Acoustics Speech Signal Processing, vol. 5, Istanbul, Turkey, Jun. 2000, pp. 2985-2988.
13. O. Cappé, "Techniques de réduction de bruit pour la restauration d'enregistrements musicaux," Ph.D. dissertation, Télécom Paris, Paris, France, 1993.
14. R. Gribonval, L. Benaroya, E. Vincent, and C. Févotte, "Proposals for performance measurement in source separation," in Proc. Int. Symp. ICA and BSS, Nara, Apr. 2003, pp. 763-768.
15. R. Gribonval, E. Vincent, and C. Févotte. BASS-dB: Blind Audio Source Separation Evaluation Database. [Online]. Available: http://www.irisa.fr/ metiss/BASS-dB.
16. J. Deller, J. Hansen, and J. Proakis, Discrete-Time Processing of Speech Signals. Piscataway, NJ: IEEE Press, 2000.
17. C. Colomes, C. Schmidmer, T. Thiede, and W. Treurniet, "Perceptual quality assessment for digital audio (PEAQ): The new ITU standard for objective measurement of perceived audio quality," in Proc. AES 17th Int. Conf. High Quality Audio Coding, Firenze, Italy, Sep. 1999, pp. 337-351.
18. C. Févotte, R. Gribonval, and E. Vincent, "BSS_EVAL toolbox user guide," IRISA, Rennes, France, Tech. Rep. 1706, 2005. [Online]. Available: Available: http://www.irisa.fr/metiss/bss_eval.