第46卷第3期2023年6月电子器件ChineseJournalofElectronDevicesVol.46No.3June2023项目来源:江苏省研究生实践创新计划项目(SJCX21_1517);江苏省高等学校自然科学研究重大项目(19KJA110002);国家自然科学基金项目(61673108);江苏省产学研合作项目(BY2020335,BY2020358);江苏省高校自然科学研究面上项目(20KJB140025);江苏省自然科学基金项目(BK20181050)收稿日期:2022-01-28修改日期:2022-04-04ClothingRecognitionBasedonImprovedAlexnetandAcceleratedRealizationofFPGA∗WANGXinyu1,WANGYuanyuan1∗,LIUXian1,GUONaihong2,ZHOUFeng1,WANGRugang1(1.SchoolofInformationTechnology,YanchengInstituteofTechnology,YanchengJiangsu224051,China;2.YanchengXiongYingPrecisionMachineryCompanyLimited,YanchengJiangsu224006,China)Abstract:Forthequickidentificationofthetypeofclothingstyle,theexistingnetworkmodelsforclothingrecognitionarecumbersomeandthespeedresponsestillneedstobeimproved.AnimprovedAlexnetisdesignedwhichusesasmallconvolutionkerneltoreplacealargeconvolutionkerneltoreducetheamountofcalculation.Therecognitionaccuracyisimprovedby2percentagepointscomparedwiththeoriginalneuralnetwork.Then,byextractingtheweightofthenetwork,andfinallybu...