Nonuniformilluminationoftenleadstopoorvisibilityandlossofdetailsinimages,whichaffectstheirqualityandusability.TheNaturalnessPreservedEnhancementAlgorithmforNonuniformIlluminationImagesisdesignedtoaddresstheseissuesbyimprovingimageclaritywhilemaintainingthenaturalappearanceofthescene.Thisalgorithmfocusesonbalancingtheilluminationacrosstheimage,enhancingcontrast,andpreservingimportantdetailswithoutintroducingartifactsorover-enhancement.Byanalyzingtheunevenlightingconditionsandadaptingtheenhancementprocessaccordingly,itensuresthatthefinalresultlooksrealisticandvisuallypleasing.Keyfeaturesofthealgorithmincludeadaptiveilluminationcorrection,detailpreservation,andnaturalcolorretention.Itisparticularlyusefulinapplicationssuchasphotography,surveillance,medicalimaging,andremotesensing,wheremaintainingimagenaturalnessiscrucial.Overall,theNaturalnessPreservedEnhancementAlgorithmprovidesaneffectivesolutionforimprovingnonuniformlyilluminatedimageswhilekeepingtheirauthenticappearanceintact.