This paper presents a novel approach for the extraction of the transients content of audio signals, usually represented as superposition of stationary, transient, and stochastic components. The proposed model exploits the predictable and peculiar time-scale behavior of transients by modeling them as superposition of suitable wavelet atoms. These latter allow to predict transients information even at scales where the tonal component is dominant. In this way it is possible to avoid, if required, the pre-analysis of the tonal component. Extensive experimental results show that the proposed model achieves good performances with a moderate computational effort and without any user's dependence.

Time-Scale Atoms Chains for Transients Detection in Audio Signals / Bruni, Vittoria; Marconi, S.; Vitulano, D.. - In: IEEE TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING. - ISSN 1558-7916. - STAMPA. - 18:3(2010), pp. 420-433. [10.1109/tasl.2009.2032623]

Time-Scale Atoms Chains for Transients Detection in Audio Signals

BRUNI, VITTORIA;S. Marconi;D. Vitulano
2010

Abstract

This paper presents a novel approach for the extraction of the transients content of audio signals, usually represented as superposition of stationary, transient, and stochastic components. The proposed model exploits the predictable and peculiar time-scale behavior of transients by modeling them as superposition of suitable wavelet atoms. These latter allow to predict transients information even at scales where the tonal component is dominant. In this way it is possible to avoid, if required, the pre-analysis of the tonal component. Extensive experimental results show that the proposed model achieves good performances with a moderate computational effort and without any user's dependence.
2010
transients detection; audio signals; wavelet transform; partial differential equation; wavelet atoms; scale linking; multiscale analysis
01 Pubblicazione su rivista::01a Articolo in rivista
Time-Scale Atoms Chains for Transients Detection in Audio Signals / Bruni, Vittoria; Marconi, S.; Vitulano, D.. - In: IEEE TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING. - ISSN 1558-7916. - STAMPA. - 18:3(2010), pp. 420-433. [10.1109/tasl.2009.2032623]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/141619
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