Two-dimensional wavelets transform: Basic properties and applications

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Date
2025
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Faculty of Sciences
Abstract
Thisgraduationnotefocusesonthetwo-dimensionalcontinuouswavelettransform (2DCWT)byusingtwodi¤erentscaleparameters (a1; a2), weareabletostretchor compressthewaveletindependentlyalongthehorizontalandverticaldirections.This anisotropicscalingo¤ersmore exibilitythanisotropicscaling,whichusesasingle scalefactor.Infact,itisanaturalgeneralizationoftheideaofwavelettransform. Thisideamakesthe2Dwavelettransformverynaturalinthestudy.So,mathematical andappliedresultshavedemonstratedthepowerofthewavelettransforminhandling convolutionoperations,strengtheningitsroleasane¤ectivetoolforaccurateanalysis inmultiple elds.
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