Izvorni znanstveni članak
https://doi.org/10.7305/automatika.2014.12.525
An ICI Based Algorithm for Fast Denoising of Video Signals
Jonatan Lerga
orcid.org/0000-0002-4058-8449
; Faculty of Engineering, University of Rijeka, Vukovarska 58, 51000 Rijeka, Croatia
Edi Grbac
; Faculty of Engineering, University of Rijeka, Vukovarska 58, 51000 Rijeka, Croatia
Victor Sucic
; Faculty of Engineering, University of Rijeka, Vukovarska 58, 51000 Rijeka, Croatia
Sažetak
In this paper, we have proposed a fast method for video denoising using the modified intersection of confidence intervals (ICI) rule, called fast ICI (FICI) method. The goal of the new FICI based video denoising method is to maintain an acceptable quality level of the denoised video estimate, and at the same time to significantly reduce denoising execution time when compared to the original ICI based method. The methods are tested on real-life video signals and their performances are analyzed and compared. It is shown that the FICI method outperforms the ICI method in terms of the execution time reduction by up to 96% (or up to 25 times). However, practical application demands dictate the choice of the video denoising method. If one wants fast denoising method with decent denoising results, the FICI based video denoising method is a better choice. The original ICI method, however, should be used in applications where significant noise suppression is an imperative regardless the computational complexity.
Ključne riječi
adaptive and temporal filtering; edge preserving; intersection of confidence intervals (ICI) rule; video denoising
Hrčak ID:
133172
URI
Datum izdavanja:
12.1.2015.
Posjeta: 1.899 *