Impulse Noise Filtering Using Robust Pixel-Wise S-Estimate of Variance

A novel method for impulse noise suppression in images, based on the pixel-wise S-estimator, is introduced. The S-estimator is an alternative for the well-known robust estimate of variance MAD, which does not require a location estimate and hence is more appropriate for asymmetric distributions, fre...

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Veröffentlicht in:EURASIP journal on advances in signal processing 2010-01, Vol.2010 (1), Article 830702
Hauptverfasser: Crnojevic, Vladimir, Petrovic, Nemanja I
Format: Artikel
Sprache:eng
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Zusammenfassung:A novel method for impulse noise suppression in images, based on the pixel-wise S-estimator, is introduced. The S-estimator is an alternative for the well-known robust estimate of variance MAD, which does not require a location estimate and hence is more appropriate for asymmetric distributions, frequently encountered in transient regions of the image. The proposed computationally efficient modification of a robust S-estimator of variance is successfully utilized in iterative scheme for impulse noise filtering. Another novelty is that the proposed iterative algorithm has automatic stopping criteria, also based on the pixel-wise S-estimator. Performances of the proposed filter are independent of the image content or noise concentration. The proposed filter outperforms all state-of-the-art filters included in a large comparison, both objectively (in terms of PSNR and MSSIM) and subjectively.
ISSN:1687-6180
1687-6172
1687-6180
DOI:10.1155/2010/830702