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文件类型:epub
Hands-OnComputerVisionwithJulia[EPUB]
Hands-OnComputerVisionwithJulia:BuildcomplexapplicationswithadvancedJuliapackagesforimageprocessing,neuralnetworks,andArtificialIntelligenceExplorethevariouspackagesinJuliathatsupportimageprocessingandbuildneuralnetworksforvideoprocessingandobjecttracking.KeyFeaturesBuildafull-fledgedimageprocessingapplicationusingJuliaImagesPerformbasictoadvancedimageandvideostreamprocessingwithJulia'sAPIsUnderstandandoptimizevariousfeaturesofOpenCVwitheasyexamplesBookDescriptionHands-OnComputerVisionwithJuliaisathoroughguidefordeveloperswhowanttogetstartedwithbuildingcomputervisionapplicationsusingJulia.Juliaiswellsuitedtoimageprocessingbecauseit'seasytouseandletsyouwriteeasy-to-compileandefficientmachinecode.ThisbookbeginsbyintroducingyoutoJulia'simageprocessinglibrariessuchasImages.jlandImageCore.jl.You'llgettogripswithanalyzingandtransformingimagesusingJuliaImages;someofthetechniquesdiscussedincludeenhancingandadjustingimages.Asyoumakeyourwaythroughthechapters,you'lllearnhowtoclassifyimages,clusterthem,andapplyneuralnetworkstosolvecomputervisionproblems.Intheconcludingchapters,youwillexploreOpenCVapplicationstoperformreal-timecomputervisionanalysis,forexample,facedetectionandobjecttracking.YouwillalsounderstandJulia'sinteractionwithTesseracttoperformopticalcharacterrecognitionandbuildanapplicationthatbringstogetherallthetechniquesweintroducedpreviouslytoconsolidatetheconceptslearned.Byendofthebook,youwillhaveunderstoodhowtoutilizevariousJuliapackagesandafewopensourcelibrariessuchasTesseractandOpenCVtosolvecomputervisionproblemswithease.WhatyouwilllearnAnalyzeimagemetadataandidentifycriticaldatausingJuliaImagesApplyfiltersandimproveimagequalityandcolorschemesExtract2Dfeaturesforimagecom
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