On some applications of vibrational resonance on noisy image perception: the role of the perturbation parameters

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TitreOn some applications of vibrational resonance on noisy image perception: the role of the perturbation parameters
Type de publicationJournal Article
Year of Publication2021
AuteursMorfu S., , Marquie P.
JournalPHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
Volume379
Pagination20200240
Date PublishedMAY 31
Type of ArticleReview
ISSN1364-503X
Mots-clésimage perception, nonlinear stochastic dynamics, Vibrational resonance
Résumé

In this paper, we first propose a brief overview of nonlinear resonance applications in the context of image processing. Next, we introduce a threshold detector based on these resonance properties to investigate the perception of subthreshold noisy images. By considering a random perturbation, we revisit the well-known stochastic resonance (SR) detector whose best performances are achieved when the noise intensity is tuned to an optimal value. We then introduce a vibrational resonance detector by replacing the noisy perturbation with a spatial high-frequency signal. To enhance the image perception through this detector, it is shown that the noise level of the input images must be lower than the optimal noise value of the SR-based detector. Under these conditions, considering the same noise level for both detectors, we establish that the vibrational resonance (VR)-based detector significantly outperforms the SR-based detector in terms of image perception. Moreover, we show that whatever the perturbation amplitude, the best perception through the VR detector is ensured when the perturbation frequency exceeds the image size. This article is part of the theme issue `Vibrational and stochastic resonance in driven nonlinear systems (part 2)'.

DOI10.1098/rsta.2020.0240