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Performance Evaluation of Noise Reduction Filters for Color Images through Normalized Color Difference (NCD) Decomposition

RUSSO, FABRIZIO
2014
  • journal article

Periodico
ISRN MACHINE VISION
Abstract
Removing noise without producing image distortion is the challenging goal for any image denoising filter. Thus, the different amounts of residual noise and unwanted blur should be evaluated to analyze the actual performance of a denoising process. In this paper a novel full-reference method for measuring such features in color images is presented. The proposed approach is based on the decomposition of the normalized color difference (NCD) into three components that separately take into account different classes of filtering errors such as the inaccuracy in filtering noise pulses, the inaccuracy in reducing Gaussian noise, and the amount of collateral distortion. Computer simulations show that the proposed method offers significant advantages over other measures of filtering performance in the literature, including the recently proposed vector techniques.
DOI
10.1155/5182
WOS
WOS:000317674400007
Archivio
http://hdl.handle.net/11368/2745899
http://dx.doi.org/10.1155/2014/579658
Diritti
metadata only access
Soggetti
  • noise reduction filte...

  • image processing

  • image quality assessm...

  • Color Image Denoising...

Visualizzazioni
5
Data di acquisizione
Apr 19, 2024
Vedi dettagli
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