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Volumn 14, Issue 4, 2006, Pages 1401-1412

Musical instrument recognition by pairwise classification strategies

Author keywords

Feature selection; Gaussian mixture model (GMM); Genetic algorithms; Inertia ratio maximization with feature space projection (IRMFSP); Musical instrument recognition; Pairwise classification; Support vector machine (SVM)

Indexed keywords

INERTIA RATIO MAXIMIZATION WITH FEATURE SPACE PROJECTION (IRMFSP); MUSIC INFORMATION RETRIEVAL; MUSICAL INSTRUMENT RECOGNITION; PAIRWISE CLASSIFICATION;

EID: 33744983081     PISSN: 15587916     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSA.2005.860842     Document Type: Article
Times cited : (83)

References (74)
  • 2
    • 0032670621 scopus 로고    scopus 로고
    • A blackboard architecture for computational auditory scene analysis
    • Oct
    • D. Godsmark and G. J. Brown, "A blackboard architecture for computational auditory scene analysis," Speech Commun., vol. 27, pp. 351-366, Oct. 1998.
    • (1998) Speech Commun , vol.27 , pp. 351-366
    • Godsmark, D.1    Brown, G.J.2
  • 3
    • 0032678384 scopus 로고    scopus 로고
    • A sound source identification system for ensemble music based on template adaptation and music stream exrtaction
    • Sep
    • K. Kashino and H. Mursae, "A sound source identification system for ensemble music based on template adaptation and music stream exrtaction," Speech Commun., vol. 27, pp. 337-349, Sep. 1998.
    • (1998) Speech Commun , vol.27 , pp. 337-349
    • Kashino, K.1    Mursae, H.2
  • 7
    • 33744982436 scopus 로고    scopus 로고
    • Instrument identification in solo and ensemble music using independent subspace analysis
    • Barcelona, Spain, Oct
    • E. Vincent and X. Rodet, "Instrument identification in solo and ensemble music using independent subspace analysis," in Proc. Int. Conf. Music Information Retrieval (ISMIR), Barcelona, Spain, Oct. 2004.
    • (2004) Proc. Int. Conf. Music Information Retrieval (ISMIR)
    • Vincent, E.1    Rodet, X.2
  • 8
    • 33744991719 scopus 로고    scopus 로고
    • S. Essid, G. Richard, and B. David, Instrument Recognition in Polyphonic Music Based on Automatic Taxonomies, Trans. Audio, Speech, and Lang. Process., 14, no. 1, pp. 68-80, Jan. 2006, to be published.
    • S. Essid, G. Richard, and B. David, "Instrument Recognition in Polyphonic Music Based on Automatic Taxonomies," Trans. Audio, Speech, and Lang. Process., vol. 14, no. 1, pp. 68-80, Jan. 2006, to be published.
  • 9
    • 0038397324 scopus 로고
    • A preliminary experiment on the perceptual basis for musical instrument families
    • M. Clark, P. Robertson, and D. A. Luce, "A preliminary experiment on the perceptual basis for musical instrument families," J. Audio Eng. Soc., vol. 12, pp. 199-203, 1964.
    • (1964) J. Audio Eng. Soc , vol.12 , pp. 199-203
    • Clark, M.1    Robertson, P.2    Luce, D.A.3
  • 10
    • 0002013896 scopus 로고
    • Timbre as a multidimensional attribute of complex tones
    • R. Plomp and G. Smoorenburg, Eds. Leiden, Germany: Sijthoff
    • R. Plomp, "Timbre as a multidimensional attribute of complex tones," in Frequency Analysis and Periodicity, Detection in Hearing, R. Plomp and G. Smoorenburg, Eds. Leiden, Germany: Sijthoff, 1970, pp. 197-414.
    • (1970) Frequency Analysis and Periodicity, Detection in Hearing , pp. 197-414
    • Plomp, R.1
  • 11
    • 0017595342 scopus 로고
    • Multidimensional perceptual scaling of musical timbres
    • K. M. Grey, "Multidimensional perceptual scaling of musical timbres," J. Acoust. Soc. Amer., vol. 61, pp. 1270-1277, 1977.
    • (1977) J. Acoust. Soc. Amer , vol.61 , pp. 1270-1277
    • Grey, K.M.1
  • 12
    • 84968210811 scopus 로고
    • The role of acoustic signal partitions in listener categorization of musical phrases
    • R. A. Kendall, "The role of acoustic signal partitions in listener categorization of musical phrases," Music Perception, vol. 4, pp. 185-214, 1986.
    • (1986) Music Perception , vol.4 , pp. 185-214
    • Kendall, R.A.1
  • 13
    • 0029442124 scopus 로고
    • Perceptual scaling of synthesized musical timbres : Common dimensions, specificities and latent subject classes
    • S. McAdams, S. Winsberg, S. Donnadieu, G. De Soete, and J. Krimphoff, "Perceptual scaling of synthesized musical timbres : Common dimensions, specificities and latent subject classes," Psychol. Res., vol. 58, pp. 177-192, 1995.
    • (1995) Psychol. Res , vol.58 , pp. 177-192
    • McAdams, S.1    Winsberg, S.2    Donnadieu, S.3    De Soete, G.4    Krimphoff, J.5
  • 14
    • 0003407268 scopus 로고    scopus 로고
    • Sound-source recognition: A theory and computational model,
    • Ph.D dissertation, Media Lab, Dept. Elect. Eng. Comput. Sci, Mass. Inst. Technol, Cambridge
    • K. D. Martin, "Sound-source recognition: A theory and computational model," Ph.D dissertation, Media Lab., Dept. Elect. Eng. Comput. Sci., Mass. Inst. Technol., Cambridge, 1999.
    • (1999)
    • Martin, K.D.1
  • 15
    • 33745000973 scopus 로고    scopus 로고
    • Multi-feature musical instrument sound classifier
    • Jul
    • I. Kaminskyj, "Multi-feature musical instrument sound classifier," in Proc. Australasian Computer Music Conf., Jul. 2000, pp. 53-62.
    • (2000) Proc. Australasian Computer Music Conf , pp. 53-62
    • Kaminskyj, I.1
  • 17
    • 33744979768 scopus 로고    scopus 로고
    • Automatic recognition of musical instrument sounds - Further developments
    • Amsterdam, The Netherlands, May
    • B. Kostek and A. Czyzewski, "Automatic recognition of musical instrument sounds - Further developments," in Proc. 110th AES Convention, Amsterdam, The Netherlands, May 2001.
    • (2001) Proc. 110th AES Convention
    • Kostek, B.1    Czyzewski, A.2
  • 18
    • 17444399233 scopus 로고    scopus 로고
    • Musical instrument timbres classification with spectral features
    • G. Agostini, M. Longari, and E. Pollastri, "Musical instrument timbres classification with spectral features," Proc. EURASIP J. Appl. Signal Process., vol. 1, no. 11, pp. 5-14, 2003.
    • (2003) Proc. EURASIP J. Appl. Signal Process , vol.1 , Issue.11 , pp. 5-14
    • Agostini, G.1    Longari, M.2    Pollastri, E.3
  • 19
    • 4243688643 scopus 로고    scopus 로고
    • Automatic musical instrument recognition,
    • Master's thesis, Dept. Inf. Tech, Tampere Univ. Technol, Tampere, Finland
    • A. Eronen, "Automatic musical instrument recognition," Master's thesis, Dept. Inf. Tech., Tampere Univ. Technol., Tampere, Finland, 2001.
    • (2001)
    • Eronen, A.1
  • 20
    • 79956265554 scopus 로고    scopus 로고
    • Musical instrument recognition using ICA-based transform of features and discriminatively trained HMMs
    • Paris, France, Jul
    • _, "Musical instrument recognition using ICA-based transform of features and discriminatively trained HMMs," in Proc. 7th Int. Symp. Signal Processing and its Applications, Paris, France, Jul. 2003, pp. 133-136.
    • (2003) Proc. 7th Int. Symp. Signal Processing and its Applications , pp. 133-136
    • Eronen, A.1
  • 21
    • 33947647554 scopus 로고    scopus 로고
    • Automatic classification of large musical instrument databases using hierarchical classifiers with inertia ratio maximization
    • New York, Oct
    • G. Peeters, "Automatic classification of large musical instrument databases using hierarchical classifiers with inertia ratio maximization," in Proc. 115th AES Convention, New York, Oct. 2003.
    • (2003) Proc. 115th AES Convention
    • Peeters, G.1
  • 24
    • 34147100571 scopus 로고    scopus 로고
    • Available
    • [Online]. Available: http://theremin.music.uiowa.edu
  • 25
    • 34147101106 scopus 로고    scopus 로고
    • Available
    • [Online]. Available: http://www.ircam.fr
  • 27
    • 4544256100 scopus 로고    scopus 로고
    • O. Gillet and G. Richard, Automatic transcription of drum loops, in Proc. IEEE Int. Conf. Acoustics, Speech and Signal Processing (ICASSP), Montréal, QC, Canada, May 2004, pp. iv 263-iv 272.
    • O. Gillet and G. Richard, "Automatic transcription of drum loops," in Proc. IEEE Int. Conf. Acoustics, Speech and Signal Processing (ICASSP), Montréal, QC, Canada, May 2004, pp. iv 263-iv 272.
  • 28
    • 0037503637 scopus 로고    scopus 로고
    • Timbre recognition with combined stationary and temporal features
    • S. Dubnov and X. Rodet, "Timbre recognition with combined stationary and temporal features," in Proc. Int. Computer Music Conf., 1998.
    • (1998) Proc. Int. Computer Music Conf
    • Dubnov, S.1    Rodet, X.2
  • 29
    • 0033005508 scopus 로고    scopus 로고
    • Computer identification of musical instruments using pattern recognition with cepstral coefficients as features
    • Mar
    • J. C. Brown, "Computer identification of musical instruments using pattern recognition with cepstral coefficients as features," J. Acoust. Soc. Amer., vol. 105, pp. 1933-1941, Mar. 1999.
    • (1999) J. Acoust. Soc. Amer , vol.105 , pp. 1933-1941
    • Brown, J.C.1
  • 30
    • 0035100239 scopus 로고    scopus 로고
    • Feature dependence in the automatic identification of musical woodwind instruments
    • Mar
    • J. C. Brown, O. Houix, and S. McAdams, "Feature dependence in the automatic identification of musical woodwind instruments," J. Acoust. Soc. Amer., vol. 109, pp. 1064-1072, Mar. 2000.
    • (2000) J. Acoust. Soc. Amer , vol.109 , pp. 1064-1072
    • Brown, J.C.1    Houix, O.2    McAdams, S.3
  • 31
    • 33744976573 scopus 로고    scopus 로고
    • Pattern recognition of musical instruments using hidden Markov models
    • Stockholm, Sweden, Aug
    • R. Ventura-Miravet, F. Murtagh, and J. Ming, "Pattern recognition of musical instruments using hidden Markov models," in Proc. Stockholm Music Acoustics Conf., Stockholm, Sweden, Aug. 2003, pp. 667-670.
    • (2003) Proc. Stockholm Music Acoustics Conf , pp. 667-670
    • Ventura-Miravet, R.1    Murtagh, F.2    Ming, J.3
  • 33
    • 33646767358 scopus 로고    scopus 로고
    • Efficient musical instrument recognition on solo performance music using basic features
    • London, U.K, Jun
    • _, "Efficient musical instrument recognition on solo performance music using basic features," in Proc. AES 25th Int. Conf., London, U.K., Jun. 2004.
    • (2004) Proc. AES 25th Int. Conf
    • Essid, S.1    Richard, G.2    David, B.3
  • 35
    • 84866496274 scopus 로고    scopus 로고
    • Musical instrument identification in continuous recordings
    • Naples, Italy, Oct
    • A. Livshin and X. Rodet, "Musical instrument identification in continuous recordings," in Proc. 7th Int. Conf. Digital Audio Effects (DAFX-4), Naples, Italy, Oct. 2004, pp. 222-227.
    • (2004) Proc. 7th Int. Conf. Digital Audio Effects (DAFX-4) , pp. 222-227
    • Livshin, A.1    Rodet, X.2
  • 36
    • 84892197478 scopus 로고    scopus 로고
    • Instrument recognition beyond separate notes - Indexing continuous recordings
    • Miami, FL, Nov
    • _, "Instrument recognition beyond separate notes - Indexing continuous recordings," in Proc. Int. Computer Music Conf., Miami, FL, Nov. 2004.
    • (2004) Proc. Int. Computer Music Conf
    • Livshin, A.1    Rodet, X.2
  • 38
    • 85159697997 scopus 로고    scopus 로고
    • Automatically selecting signal descriptors for sound classification
    • Goteborg, Sweden, Sep
    • G. Peeters and X. Rodet, "Automatically selecting signal descriptors for sound classification," in Proc. Int. Computer Music Conf., Goteborg, Sweden, Sep. 2002.
    • (2002) Proc. Int. Computer Music Conf
    • Peeters, G.1    Rodet, X.2
  • 39
    • 17444404830 scopus 로고    scopus 로고
    • Automatic classificalion of musical sounds
    • P. Herrera, G. Peeters, and S. Dubnov, "Automatic classificalion of musical sounds," J. New Music Res., vol. 32, no. 1, pp. 3-21, 2003.
    • (2003) J. New Music Res , vol.32 , Issue.1 , pp. 3-21
    • Herrera, P.1    Peeters, G.2    Dubnov, S.3
  • 40
    • 0029547750 scopus 로고
    • Automatic source identificalion of monophonic musical instrument sounds
    • I. Kaminskyj and A. Materka, "Automatic source identificalion of monophonic musical instrument sounds," in Proc. IEEE Int. Conf. Neural Netw., 1995, pp. 189-194.
    • (1995) Proc. IEEE Int. Conf. Neural Netw , pp. 189-194
    • Kaminskyj, I.1    Materka, A.2
  • 41
    • 85159570327 scopus 로고    scopus 로고
    • Machine recognition of timbre using steady-state tone of acoustic musical instruments
    • I. Fujinaga, "Machine recognition of timbre using steady-state tone of acoustic musical instruments," in Proc. Int. Computer Music Conf., 1998.
    • (1998) Proc. Int. Computer Music Conf
    • Fujinaga, I.1
  • 46
    • 34147157746 scopus 로고    scopus 로고
    • J. Marques and P. J. Moreno, A Study of Musical Instrument Classification Using Gaussian Mixture Models and Support Vector Machines, Compaq Computer Corp., Cambridge, MA, Tech. Rep. CRL 99-4, 1999.
    • J. Marques and P. J. Moreno, "A Study of Musical Instrument Classification Using Gaussian Mixture Models and Support Vector Machines," Compaq Computer Corp., Cambridge, MA, Tech. Rep. CRL 99-4, 1999.
  • 47
    • 0002477067 scopus 로고
    • Why is musical timbre so hard to understand? in structure and perception of electroacoustic sound and music
    • C. L. Krumhansl, "Why is musical timbre so hard to understand? in structure and perception of electroacoustic sound and music," Excerpta Medica, no. 846, pp. 43-53, 1989.
    • (1989) Excerpta Medica , Issue.846 , pp. 43-53
    • Krumhansl, C.L.1
  • 50
    • 84866507360 scopus 로고    scopus 로고
    • On the usefulness of differentiated transient/steady-state processing in machine recognition of musical instruments
    • Barcelona, Spain, May
    • S. Essid, P. Leveau, G. Richard, L. Daudet, and B. David, "On the usefulness of differentiated transient/steady-state processing in machine recognition of musical instruments," in Proc. AES 118th Convention, Barcelona, Spain, May 2005.
    • (2005) Proc. AES 118th Convention
    • Essid, S.1    Leveau, P.2    Richard, G.3    Daudet, L.4    David, B.5
  • 51
    • 0005787306 scopus 로고    scopus 로고
    • Musical instrument identification using autocorrelation co-efficients
    • J. Brown, "Musical instrument identification using autocorrelation co-efficients," in Proc. Int. Symp. Musical Acoustics, 1998, pp. 291-295.
    • (1998) Proc. Int. Symp. Musical Acoustics , pp. 291-295
    • Brown, J.1
  • 52
    • 4143141752 scopus 로고
    • Fundamentals of Speech Processing
    • Englewood Cliffs, NJ: Prentice-Hall
    • L. R. Rabiner, Fundamentals of Speech Processing. Englewood Cliffs, NJ: Prentice-Hall, 1993, Prentice-Hall Signal Processing Series.
    • (1993) Prentice-Hall Signal Processing Series
    • Rabiner, L.R.1
  • 54
    • 0031381525 scopus 로고    scopus 로고
    • Wrappers for featue subset selection
    • R. Kohavi and G. John, "Wrappers for featue subset selection," Artif. Intell. J., vol. 97, no. 1-2, pp. 273-324, 1997.
    • (1997) Artif. Intell. J , vol.97 , Issue.1-2 , pp. 273-324
    • Kohavi, R.1    John, G.2
  • 55
    • 0031334221 scopus 로고    scopus 로고
    • Selection of relevant features and examples in machine learning
    • Dec
    • A. L. Blum and P. Langley, "Selection of relevant features and examples in machine learning," Artif. Intell. J., vol. 97, no. 1-2, pp. 245-271, Dec. 1997.
    • (1997) Artif. Intell. J , vol.97 , Issue.1-2 , pp. 245-271
    • Blum, A.L.1    Langley, P.2
  • 56
    • 33745561205 scopus 로고    scopus 로고
    • An introduction to feature and variable selection
    • I. Guyon and A. Elisseeff, "An introduction to feature and variable selection," J. Mach. Learn. Res., vol. 3, pp. 1157-1182, 2003.
    • (2003) J. Mach. Learn. Res , vol.3 , pp. 1157-1182
    • Guyon, I.1    Elisseeff, A.2
  • 57
    • 0024895461 scopus 로고
    • A note on genetic algorithms for large-scale feature selection
    • W. Sidelcki and J. Sklansky, "A note on genetic algorithms for large-scale feature selection," Pattern Recognit. Lett., vol. 10, pp. 335-347, 1989.
    • (1989) Pattern Recognit. Lett , vol.10 , pp. 335-347
    • Sidelcki, W.1    Sklansky, J.2
  • 60
    • 0030721082 scopus 로고    scopus 로고
    • Genetic algorithms for clustering, feature selection and classification
    • Jun
    • L. Y. Tseng and S. B. Yang, "Genetic algorithms for clustering, feature selection and classification," in Proc. IEEE Int. Conf. Neural Networks, Jun. 1997, pp. 1612-1616.
    • (1997) Proc. IEEE Int. Conf. Neural Networks , pp. 1612-1616
    • Tseng, L.Y.1    Yang, S.B.2
  • 65
    • 0028446271 scopus 로고    scopus 로고
    • Genetic algorithms : A survey
    • Washington, DC, Jun
    • M. Srinivas and M. Patnaik, "Genetic algorithms : A survey," in IEEE Computer Society Press Washington, DC, Jun. 1999, vol. 27, pp. 17-26.
    • (1999) IEEE Computer Society Press , vol.27 , pp. 17-26
    • Srinivas, M.1    Patnaik, M.2
  • 66
    • 0029209272 scopus 로고
    • Robust text-independent speaker identification using Gaussian mixture speaker models
    • Jan
    • D. A. Reynolds and R. C. Rose, "Robust text-independent speaker identification using Gaussian mixture speaker models," IEEE Trans. Speech Audio Process., vol. 3, no. 1, pp. 72-83, Jan. 1995.
    • (1995) IEEE Trans. Speech Audio Process , vol.3 , Issue.1 , pp. 72-83
    • Reynolds, D.A.1    Rose, R.C.2
  • 67
    • 0030287048 scopus 로고    scopus 로고
    • The expectation-maximization algorithm
    • Nov
    • T. K. Moon, "The expectation-maximization algorithm," IEEE Signal Process. Mag., no. 11, pp. 47-60, Nov. 1996.
    • (1996) IEEE Signal Process. Mag , Issue.11 , pp. 47-60
    • Moon, T.K.1
  • 68
    • 0004029332 scopus 로고    scopus 로고
    • Classification by Pairwise Coupling
    • Tech. Rep. Stanford Univ./Univ. Toronto
    • T. Hastie and R. Tibshirani, ""Classification by Pairwise Coupling," Tech. Rep." Stanford Univ./Univ. Toronto, 1996.
    • (1996)
    • Hastie, T.1    Tibshirani, R.2
  • 70
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • C. J. C. Burges, "A tutorial on support vector machines for pattern recognition," J. Data Mining Knowledge Discovery, vol. 2, no. 2, pp. 1-43, 1998.
    • (1998) J. Data Mining Knowledge Discovery , vol.2 , Issue.2 , pp. 1-43
    • Burges, C.J.C.1
  • 71
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • G. Schwartz, "Estimating the dimension of a model," Ann. Statist., vol. 6, pp. 461-464, 1978.
    • (1978) Ann. Statist , vol.6 , pp. 461-464
    • Schwartz, G.1
  • 72
    • 34147116136 scopus 로고    scopus 로고
    • Available
    • [Online]. Available: http://www.tsi.enst.fr/essid/pub/pubIeee1/pubIeee1. htm
  • 73
    • 0003307180 scopus 로고    scopus 로고
    • Estimating the generalization performance of a SVM efficiently
    • T. Joachims, "Estimating the generalization performance of a SVM efficiently," in Proc. Int. Conf. Machine Learn., 2000, pp. 431-438.
    • (2000) Proc. Int. Conf. Machine Learn , pp. 431-438
    • Joachims, T.1


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