Multiple pitch estimation using non-homogeneous poisson processes

IEEE Journal on Selected Topics in Signal Processing

Volumn 5, Issue 6, 2011, Pages 1133-1143

  Peeling, Paul H ^a,b   Godsill, Simon J ^a  

^a UNIVERSITY OF CAMBRIDGE   (United Kingdom)

^b Featurespace   (United Kingdom)

Author keywords

Bayesian methods; Frequency estimation; Matching pursuit algorithms; Music information retrieval; Spectral analysis

Indexed keywords

BAYESIAN INFERENCE; BAYESIAN METHODS; ESTIMATION PROBLEM; FREQUENCY AXIS; FUNDAMENTAL FREQUENCIES; MATCHING PURSUIT ALGORITHMS; MUSIC INFORMATION RETRIEVAL; MUSICAL NOTES; NON-HOMOGENEOUS POISSON PROCESS; PARTIAL FREQUENCIES; PITCH ESTIMATION; POINT ESTIMATE; POISSON PROCESS; STATISTICAL MODELS;

ACOUSTIC VARIABLES MEASUREMENT; BAYESIAN NETWORKS; ESTIMATION; INFERENCE ENGINES; INFORMATION RETRIEVAL; POISSON DISTRIBUTION; PROGRAM DEBUGGING; SPECTRUM ANALYSIS;

FREQUENCY ESTIMATION;

EID: 80053014900     PISSN: 19324553     EISSN: None     Source Type: Journal    
DOI: 10.1109/JSTSP.2011.2158804     Document Type: Article

References (33)

1. M. Davy and S. J. Godsill, "Bayesian harmonic models for musical signal analysis," in Bayesian Statistics. Oxford, U.K.: Oxford Univ. Press, 2003.
2. A. T. Cemgil, H. J. Kappen, and D. Barber, "A generative model for music transcription," IEEE Trans. Audio, Speech, Lang. Process., vol. 14, no. 2, pp. 679-694, Mar. 2006. (Pubitemid 46405364)
3. R. C. Maher and J. W. Beauchamp, "Fundamental frequency estimation of musical signals using a two-way mismatch procedure," J. Acoust. Soc. Amer., vol. 4, pp. 2254-2263, 1995. (Pubitemid 24113060)
4. A. P. Klapuri, "Multiple fundamental frequency estimation based on harmonicity and spectral smoothness," IEEE Trans. Speech Audio Process., vol. 11, no. 6, pp. 804-816, Nov. 2003.
5. H. Thornburg, R. Leistikow, and J. Berger, "Melody extraction and musical onset detection from framewise STFT data," IEEE Trans. Audio, Speech, Lang. Process., vol. 15, no. 4, pp. 1257-1272, May 2006.
6. C. Yeh, A. Röbel, and X. Rodet, "Multiple fundamental frequency estimation of polyphonic music signals," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., 2005, pp. 225-228.
7. A. Pertusa and J. M. Inesta, "Multiple fundamental frequency estimation using Gaussian smoothness," in IEEE Int. Conf. Acoust., Speech, Signal Process., 2008, pp. 205-108.
8. A. Klapuri, "Multipitch analysis of polyphonic music and speech signals using an auditory model," IEEE Trans. Audio, Speech, Lang. Process., vol. 16, no. 2, pp. 255-266, Feb. 2008.
9. C. Cannam, C. Landone, M. Sandler, and J. Bello, "The sonic visualiser: A visualisation platform for semantic descriptors from musical signals," in Proc. 7th Int. Conf. Music Inf. Retrieval, 2006.
10. N. Bogaards, A. Röbel, and X. Rodet, "Sound analysis and processing with audiosculpt 2," in Proc. Int. Comput. Music Conf. (ICMC), 2004.
11. C. Yeh, N. Bogaards, and A. Roebel, "Synthesized polyphonic music database with verifiable ground truth for multiple F0 estimation," in Proc. 8th Int. Conf. Music Inf. Retrieval, 2007, pp. 393-398.
12. C. Yeh, "Multiple Fundamental Frequency Estimation of Polyphonic Recordings," Ph.D. dissertation, Univ. Paris VI, Paris, France, 2008.
13. M. Davy, S. J. Godsill, and J. Idier, "Bayesian analysis of polyphonic western tonal music," J. Acoust. Soc. Amer., vol. 119, pp. 2498-2517, 2006.
14. P. H. Peeling, C. F. Li, and S. J. Godsill, "Poisson point process modeling for polyphonic music transcription," J. Acoust. Soc. Amer., vol. 121, pp. EL168-EL175, 2007.
15. P. H. Peeling, A. T. Cemgil, and S. J. Godsill, "A probabilistic framework for matching music representations," in Proc. Int. Conf. Music Inf. Retrieval, 2007.
16. A. T. Cemgil, S. J. Godsill, P. H. Peeling, and N. P. Whiteley, The Handbook of Applied Bayesian Analysis. Oxford, U.K.: OxfordUniv. Press, 2010, ch. Bayesian Statistical Methods for Audio and Music Processing.
17. P. Bunch and S. J. Godsill, "Transcription of musical audio using poisson point processes and sequential MCMC," in Proc. Comput. Music Modeling Retrieval, 2010.
18. D. R. Cox and V. Isham, Point Processes. London, U.K.: Chapman & Hall, 1980.
19. M. J. Crowder, A. C. Kimber, R. L. Smith, and T. J. Sweeting, Statistical Analysis of Reliability Data. London, U.K.: Chapman & Hall, 1991.
20. W. Q. Meeker and L. A. Escobar, Statistical Methods for Reliability Data. New York: Wiley, 1998.
21. R. P. Adams, I. Murray, and D. J. C. MacKay, "Tractable nonparametric Bayesian inference in Poisson processes with Gaussian process intensities," in Proc. 26th Annu. Int. Conf. Mach. Learn., 2009.
22. B. N. Dimitrov, V. Rykov, and Z. L. Krougly, "Periodic Poisson processes and almost-lack-of-memory distributions," Autom. Remote Control, vol. 65, pp. 1597-1610, 2004. (Pubitemid 39377095)
23. N. H. Fletcher and T. D. Rossing, The Physics of Musical Instruments. New York: Springer, 1998.
24. S. J. Godsill and M. Davy, "Bayesian computational models for inharmonicity in musical instruments," in Proc. IEEE Workshop Applicat. Signal Process. Audio Acoust., 2005, pp. 283-286. (Pubitemid 44461849)
25. P. Djuric, "Simultaneous detection and frequency estimation of sinusoidal signals," in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process., 1993, pp. 52-56.
26. P. Djuric, "A model selection rule for sinusoids in white Gaussian noise," IEEE Trans. Signal Process., vol. 44, no. 7, pp. 1744-1751, Jul. 1996. (Pubitemid 126777993)
27. S. G. Mallat and Z. Zhang, "Matching pursuits with time-frequency dictionaries," IEEE Trans. Signal Process., vol. 41, no. 12, pp. 3397-3415, Dec. 1993.
28. J. Kiefer, "Sequential minimax search for a maximum," Proc. Amer. Math. Soc., vol. 4, no. 3, pp. 502-506, 1953.
29. M. Goto, "A real-time music-scene-description system: Predominant- F0 estimation for detecting melody and bass lines in real-world audio signals," Speech Commun., vol. 43, no. 4, pp. 311-329, 2004.
30. S. Bregman, Auditory Scene Analysis: The Perceptual Organization of Sound. Cambridge, MA: MIT Press, 1990.
31. W. M. Hartmann, "Pitch, periodicity, and auditory organization," J. Acoust. Soc. Amer., vol. 100, p. 3491, 1996.
32. E. Vincent, N. Bertin, and R. Badeau, "Adaptive harmonic spectral decomposition for multiple pitch estimation," IEEE Trans. Audio, Speech, Lang. Process., vol. 18, no. 3, pp. 528-537, Mar. 2010.
33. J. P. Bello, L. Daudet, S. Abdallah, C. Duxbury, M. Davies, and M. B. Sandler, "A tutorial on onset detection in music signals," IEEE Trans. Speech Audio Process., vol. 13, no. 5, pp. 1035-1047, Sep. 2005.