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ID:40383298
大小:1.10 MB
页数:5页
时间:2019-08-01
《Plant Classification using Convolutional Neura》由会员上传分享,免费在线阅读,更多相关内容在学术论文-天天文库。
1、PlantClassificationusingConvolutionalNeuralNetworksHulyaYalcin,SalarRazaviVisualIntelligenceLaboratoryElectronics&TelecommunicationEngineeringDepartmentIstanbulTechnicalUniversity{hulyayalcin,razavi15}@itu.edu.trAbstract--Applicationofthebenefitsofmoderncomputinghumanexperts[2].Moder
2、nplantagriculturemethodsaretechnologytoimprovetheefficiencyofagriculturalfieldsisimmensesincetheyhaveagreateffectonthenationalinevitablewithgrowingconcernsaboutincreasingworldeconomyandindividualpartofpeople’slife[3].populationandlimitedfoodresources.Computingtechnologyiscrucialnoton
3、lytoindustriesrelatedtofoodproductionbutalsoManycountriesacrosstheworldhavebeendevelopingtoenvironmentalistsandotherrelatedauthorities.Itisexpectedinitiativestobuildnationalagriculturemonitoringnetworktoincreasetheproductivity,contributetoabetterunderstandingsystems[4].Similarly,anag
4、riculturalmonitoringandoftherelationshipbetweenenvironmentalfactorsandhealthyinformationsystemhasbeenestablishedinTurkeythroughcrops,reducethelaborcostsforfarmersandincreasetheTARBILprojectin2012[5].Asof2016,overtwelvehundredoperationspeedandaccuracy.Implementingmachinelearningsmartg
5、roundstationsequippedwithallsortsofsensorshavemethodssuchasdeepneuralnetworksonagriculturaldatahasbeenplantedalloverTurkey.Thedatacollectedthroughthesegainedimmenseattentioninrecentyears.Oneofthemoststationsarebeingaccumulatedonanonlinestorageserverandimportantproblemsisautomaticclas
6、sificationofplantspeciesnetworkinfrastructurewithfastfiber.Currently,aheavybasedontheirtypes.Automaticplanttypeidentificationprocessmanualhumaninterventionisinvolvedinidentificationandcouldofferagreathelpforapplicationofpesticides,fertilizationclassificationofplantsthroughthesesystem
7、s.Theaccuracyofandharvestingofdifferentspecieson-timeinordertoimprovetheconventionalmanualtechniquesdependsonthetheproductionprocessesoffoodanddrugindustries.Inthisobservationalskillsandeffortofthehumanobserverswherepaper,weproposeaConvolutionalNeuralNetwork(CNN)theuncertaintylevelan
8、dreliability
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