Songs Recognition Using Audio Information Fusion
Abstract
In the article an information fusion approach for song classification using acoustic signal was presented. Many acoustic features can contribute to a right diagnosis of the music. Consisting only one set of features can omit the relevant information. It is possible to improve the accuracy of classification thanks to the technique of information fusion, where various aspects of acoustic ’fingerprint’ are being taken into consideration. Two sets of features of the signal were distinguished: based on frequency analysis (harmonic elements) and based on multidimensional correlation relations. Using SVM and k-NN classifiers identification of the commercial is being made. The music audio signal database was used for the assessment of effectiveness of the proposed solution. Results are showing the improvement the effectiveness of recognizing towards applying only of one features set of the song. words.
References
T. Damarla, T. Pham, D. Lake , ”An algorithm for classifying multiple targets using acoustic signature” , Proceedings of SPIE signal processing, sensor fusion and target recognition, pp 421427, 2004
B. Guo, M. Nixon, ”Gait feature subset selection by mutual information”, IEEE Trans Syst Man Cybern Part A 39(1):3646, 2009
M. Munich, ”Bayesian subspace methods for acoustic signature recognition”, Proceedings of the 12th European signal processing conference, pp 14, 2004
G.D. Whitaker,”An Overview of Information Fusion”, DERA, British Crown Copyright 2000
S. Schetzen, ”The Voltera and Wiener Theories of nonlinear systems”, John Wiley & Sons, New York, 1980
P. Biernacki,”Orthogonal Schur-type solution of the nonlinear echocancelling problem”, IEEE ICECS 2007, Piscataway, NJ, 2007
P. Biernacki, J. Zarzycki, ”Multidimensional Nonlinear NoiseCancelling Filters of the Volterra-Wiener Class”, Proc. 2-Nd Int. Workshop on Multidimensional (nD) Systems (NDS-2000), ed. Inst. of Control and Comp. Eng. TU of Zielona Gora Press, Czocha Castle, pp. 255-261, 2000
P. Biernacki, ”Strategies for adaptive nonlinear noise reduction VolterraWiener filter structure selection”, Proc. ICECS 2006, Nice, France, December 10-13 2006, cd-rom
S. Haykin, ”Adaptive filter theory”, Upper Saddle River, Prentice Hall 1996
D.T.L. Lee, M. Morf, B. Friedlander, ”Recursive Least-Squares Ladder Estimation Algorithms”, IEEE Trans. on CAS, Vol. 28, pp. 467-481, 1981
J. Zarzycki, ”Multidimensional Nonlinear Schur Parametrization of
NonGaussian Stochastic Signals - Part One: Statement of the Problem”, Multidimensional Systems and Signal Processing (MDSSP) Journ.
(Kluwer Academic Publishers), Vol. 15, No. 3, pp. 217-241, 2004.
Downloads
Published
Issue
Section
License
Copyright (c) 2015 International Journal of Electronics and Telecommunication
This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
1. License
The non-commercial use of the article will be governed by the Creative Commons Attribution license as currently displayed on https://creativecommons.org/licenses/by/4.0/.
2. Author’s Warranties
The author warrants that the article is original, written by stated author/s, has not been published before, contains no unlawful statements, does not infringe the rights of others, is subject to copyright that is vested exclusively in the author and free of any third party rights, and that any necessary written permissions to quote from other sources have been obtained by the author/s. The undersigned also warrants that the manuscript (or its essential substance) has not been published other than as an abstract or doctorate thesis and has not been submitted for consideration elsewhere, for print, electronic or digital publication.
3. User Rights
Under the Creative Commons Attribution license, the author(s) and users are free to share (copy, distribute and transmit the contribution) under the following conditions: 1. they must attribute the contribution in the manner specified by the author or licensor, 2. they may alter, transform, or build upon this work, 3. they may use this contribution for commercial purposes.
4. Rights of Authors
Authors retain the following rights:
- copyright, and other proprietary rights relating to the article, such as patent rights,
- the right to use the substance of the article in own future works, including lectures and books,
- the right to reproduce the article for own purposes, provided the copies are not offered for sale,
- the right to self-archive the article
- the right to supervision over the integrity of the content of the work and its fair use.
5. Co-Authorship
If the article was prepared jointly with other authors, the signatory of this form warrants that he/she has been authorized by all co-authors to sign this agreement on their behalf, and agrees to inform his/her co-authors of the terms of this agreement.
6. Termination
This agreement can be terminated by the author or the Journal Owner upon two months’ notice where the other party has materially breached this agreement and failed to remedy such breach within a month of being given the terminating party’s notice requesting such breach to be remedied. No breach or violation of this agreement will cause this agreement or any license granted in it to terminate automatically or affect the definition of the Journal Owner. The author and the Journal Owner may agree to terminate this agreement at any time. This agreement or any license granted in it cannot be terminated otherwise than in accordance with this section 6. This License shall remain in effect throughout the term of copyright in the Work and may not be revoked without the express written consent of both parties.
7. Royalties
This agreement entitles the author to no royalties or other fees. To such extent as legally permissible, the author waives his or her right to collect royalties relative to the article in respect of any use of the article by the Journal Owner or its sublicensee.
8. Miscellaneous
The Journal Owner will publish the article (or have it published) in the Journal if the article’s editorial process is successfully completed and the Journal Owner or its sublicensee has become obligated to have the article published. Where such obligation depends on the payment of a fee, it shall not be deemed to exist until such time as that fee is paid. The Journal Owner may conform the article to a style of punctuation, spelling, capitalization and usage that it deems appropriate. The Journal Owner will be allowed to sublicense the rights that are licensed to it under this agreement. This agreement will be governed by the laws of Poland.
By signing this License, Author(s) warrant(s) that they have the full power to enter into this agreement. This License shall remain in effect throughout the term of copyright in the Work and may not be revoked without the express written consent of both parties.
