第52卷第6期测绘学报Vol.52,No.62023年6月ActaGeodaeticaetCartographicaSinicaJune,2023引文格式:马梦锴,董箭,唐露露,等.兼顾要素正确分类及精准定位的栅格海图水深注记自动提取方法[J].测绘学报,2023,52(6):1022G1036.DOI:10.11947/j.AGCS.2023.20220258.MAMengkai,DONGJian,TANGLulu,etal.Automaticextractionmethodofdepthannotationingridchartconsideringcorrectclassificationandaccuratepositioningofelements[J].ActaGeodaeticaetCartographicaSinica,2023,52(6):1022G1036.DOI:10.11947/j.AGCS.2023.20220258.兼顾要素正确分类及精准定位的栅格海图水深注记自动提取方法马梦锴1,2,董箭1,唐露露1,彭认灿1,周寅飞1,王芳31.海军大连舰艇学院军事海洋与测绘系,辽宁大连116018;2.海图信息中心,天津300450;3.391001部队,北京100161AutomaticextractionmethodofdepthannotationingridchartconsideringcorrectclassificationandaccuratepositioningofelementsMAMengkai1,2,DONGJian1,TANGLulu1,PENGRencan1,ZHOUYinfei1,WANGFang31.DepartmentofMilitaryOceanographyandSurveying,DalianNavalAcademy,Dalian116018,China;2.ChartInformationCenter,Tianjin300450,China;3.Troops391001,Beijing100161,ChinaAbstract:Aimingattheproblemsofdifficultimplementation,lowaccuracyandlowefficiencyofautomaticextractionofdepthannotation,CNNmodelisappliedtoautomaticrecognitionofdepthannotations.Combinedwiththespatialdistributionandgeometriccharacteristicsofdepthannotation,thetraditionalpatternrecognitionalgorithmisimproved,agridchartdepthannotationautomaticextractionmethodconsideringthecorrectclassificationandaccuratepositioningofelementsisproposed.Throughthequantitativeexpansionoftheneighborhoodofchartslices,anadaptivechartsegmentationmodelconsideringtheintegrityofelementsisestablished,whichovercomesthelimitationsofCNNmodelappliedtolargeformatchartelementrecognition.Combinedwiththeanalysisandevaluationofthespatialrelationshipofthecornerpositionofthepredictionframe,theprincipleofdeterminingth...