jAudio : Towards a standardized extensible audio music feature extraction system

Audio feature extraction play an essential role in automatic music classification. This paper explains the needed for a standardized audio feature extraction system, describes the most important attributes that such a system should possess and presents a prototype that has been developed to meet this need.

[1]  J. Stephen Downie,et al.  The International Music Information Retrieval Systems Evaluation Laboratory: Governance, Access and Security , 2004, ISMIR.

[2]  Tae Hong Park,et al.  Salient Feature Extraction of Musical Instrument Signals , 2004 .

[3]  Perfecto Herrera-Boyer,et al.  Automatic Classification of Musical Instrument Sounds , 2003 .

[4]  Keld K. Jensen,et al.  Timbre Models of Musical Sounds , 1999 .

[5]  Ichiro Fujinaga,et al.  Machine recognition of timbre using steady-state tone of acoustic musical instruments , 1998, ICMC.

[6]  George Tzanetakis,et al.  Automatic Musical Genre Classification of Audio Signals , 2001, ISMIR.

[7]  Ichiro Fujinaga,et al.  ACE: A Framework for Optimizing Music Classification , 2005, ISMIR.

[8]  Youngmoo E. Kim,et al.  Musical instrument identification: A pattern‐recognition approach , 1998 .

[9]  Stephen Cox,et al.  Features and classifiers for the automatic classification of musical audio signals , 2004, ISMIR.

[10]  Malcolm Slaney,et al.  Construction and evaluation of a robust multifeature speech/music discriminator , 1997, 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[11]  Michael J. Carey,et al.  A comparison of features for speech, music discrimination , 1999, 1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258).

[12]  Gaël Richard,et al.  Musical instrument recognition based on class pairwise feature selection , 2004, ISMIR.

[13]  Ian H. Witten,et al.  Data mining: practical machine learning tools and techniques with Java implementations , 2002, SGMD.

[14]  Antti Eronen,et al.  Comparison of features for musical instrument recognition , 2001, Proceedings of the 2001 IEEE Workshop on the Applications of Signal Processing to Audio and Acoustics (Cat. No.01TH8575).

[15]  Bozena Kostek,et al.  Soft Computing-Based Recognition of Musical Sounds , 1998 .

[16]  Stephen Travis Pope,et al.  Feature Extraction and Database Design for Music Software , 2004, ICMC.

[17]  George Tzanetakis,et al.  Musical genre classification of audio signals , 2002, IEEE Trans. Speech Audio Process..

[18]  P. Arumí,et al.  CLAM, An Object-Oriented Framework for Audio and Music , 2005 .

[19]  Kunio Kashino,et al.  A sound source identification system for ensemble music based on template adaptation and music stream extraction , 1999, Speech Commun..