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concordance=TRUEKeras卷积神经网络识别水色图像 161203105385 · 2020 Keras卷积神经网络识别水色图像 2020 Keras卷积神经网络识别水色图像 水 水 水 卷积神经网络 水色图像 别 VGG16经 神经网络 图像 vgg16网络 卷积 BatchNorm, Dropout 识别 卷积神经网络图像识别 2020 RecognitionofwatercolorimagebykerasconvolutionneuralnetworkAbstractInrecentyears,withtherapiddevelopmentofsociety,people'slivingstandardshavebeenimprovedrapidly,butintheearlyyearsofdevelopment,toomuchattentionhasbeenpaidtobenefitsandtherestorationofecologicalenvironmenthasbeenignored.Amongthem,watersourceisthesourceofourlife,andwaterqualitysurveyisparticularlyimportant.Inthispaper,convolutionneuralnetworkisusedtoquicklyandaccuratelydistinguishwatercolorimages,whichhasimportantreferencesignificanceforthedevelopmentofcoastalareasorthebetterchoiceofaquaculture.Theframeworkusedinthispaperisvgg16classicneuralnetworkmodeltoprocessimages,andbecauseonlyusingvgg16networkwillleadtooverfitting,soithasbeenimproved.Batchnormisaddedaftereachvolumelayer,Dropoutisaddedtoeachfullconnectionlayerandsomeofitsparametersareadjustedtoavoidoverfittingandensurehighrecognitionaccuracy.Keywords:deeplearningconvolutionneuralnetworkimagerecognitionantioverfit-ting 2020 1 21.1 .....................................21.2 .................................21.3 .................................32卷积神经网络 水色识别 52.1 卷积神经网络 ....................52.2水色图像 ............................53卷积神经网络 图像识别 93.1 .................................93.2图像 .......................
