This paper presents a novel and fast scheme for signal denoising in the wavelet domain. It exploits the time scale structure of the wavelet coefficients by modeling them as superposition of simple atoms, whose spreading in the time scale plane formally is the solution of a couple of differential equations. In this paper, we will show how the numerical solution of such equations can be avoided leading to a speed up of the scale linking computation. This result is achieved through a suitable projection space of the wavelet local extrema, requiring just least squares and filtering operations. Intensive experimental results show the competitive performances of the proposed approach in terms of signal to noise ratio (SNR), visual quality and computing time.

A Fast Computation Method for Time-scale Signal Denoising / Bruni, Vittoria; Piccoli, B; Vitulano, D.. - In: SIGNAL, IMAGE AND VIDEO PROCESSING. - ISSN 1863-1703. - 3:(2009), pp. 63-83. [10.1007/s11760-008-0060-9]

A Fast Computation Method for Time-scale Signal Denoising

BRUNI, VITTORIA;VITULANO D.
2009

Abstract

This paper presents a novel and fast scheme for signal denoising in the wavelet domain. It exploits the time scale structure of the wavelet coefficients by modeling them as superposition of simple atoms, whose spreading in the time scale plane formally is the solution of a couple of differential equations. In this paper, we will show how the numerical solution of such equations can be avoided leading to a speed up of the scale linking computation. This result is achieved through a suitable projection space of the wavelet local extrema, requiring just least squares and filtering operations. Intensive experimental results show the competitive performances of the proposed approach in terms of signal to noise ratio (SNR), visual quality and computing time.
2009
01 Pubblicazione su rivista::01a Articolo in rivista
A Fast Computation Method for Time-scale Signal Denoising / Bruni, Vittoria; Piccoli, B; Vitulano, D.. - In: SIGNAL, IMAGE AND VIDEO PROCESSING. - ISSN 1863-1703. - 3:(2009), pp. 63-83. [10.1007/s11760-008-0060-9]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/140240
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