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Medley filters - simple tools for efficient signal smoothing

Abstract

Medley filters are defined as convex combinations of elementary smoothing filters (averaging, median) with different smoothing bandwidths. It is shown that when adaptive weights of such a mixture are evaluated using the recently proposed Bayesian rules, one obtains a tool which often outperforms the state-of-the-art wavelet-based smoothing algorithms. Additionally, unlike wavelet-based procedures, medley filters can easily cope with non-Gaussian (Laplacian, uniform)and temporarily inhomogeneous measurement noise.

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Category:
Conference activity
Type:
publikacja w wydawnictwie zbiorowym recenzowanym (także w materiałach konferencyjnych)
Title of issue:
18th European Signal Processing Conference (EUSIPCO-2010), Aalborg, Dania, 23-27.08.2010. - [CD] strony 641 - 645
Language:
English
Publication year:
2010
Bibliographic description:
Gackowski S., Niedźwiecki M.: Medley filters - simple tools for efficient signal smoothing// 18th European Signal Processing Conference (EUSIPCO-2010), Aalborg, Dania, 23-27.08.2010. - [CD]/ Dania: EUROSIP, Aalborg Univesity, 2010, s.641-645
Verified by:
Gdańsk University of Technology

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