3D imaging technologies -- Multi-dimensional signal processing and deep learning : mathematical approaches and applications PDF
Preview 3D imaging technologies -- Multi-dimensional signal processing and deep learning : mathematical approaches and applications
Smart Innovation, Systems and Technologies 234 Lakhmi C. Jain Roumen Kountchev Junsheng Shi Editors 3D Imaging Technologies— Multi-dimensional Signal Processing and Deep Learning Mathematical Approaches and Applications, Volume 1 123 Smart Innovation, Systems and Technologies Volume 234 SeriesEditors RobertJ.Howlett,BournemouthUniversityandKESInternational, Shoreham-by-Sea,UK LakhmiC.Jain,KESInternational,Shoreham-by-Sea,UK The Smart Innovation, Systems and Technologies book series encompasses the topics of knowledge, intelligence, innovation and sustainability. The aim of the seriesistomakeavailableaplatformforthepublicationofbooksonallaspectsof single and multi-disciplinary research on these themes in order to make the latest resultsavailableinareadily-accessibleform.Volumesoninterdisciplinaryresearch combiningtwoormoreoftheseareasisparticularlysought. Theseriescoverssystemsandparadigmsthatemployknowledgeandintelligence inabroadsense.Itsscopeissystemshavingembeddedknowledgeandintelligence, whichmaybeappliedtothesolutionofworldproblemsinindustry,theenvironment andthecommunity.Italsofocussesontheknowledge-transfermethodologiesand innovationstrategiesemployedtomakethishappeneffectively.Thecombinationof intelligent systems tools and a broad range of applications introduces a need for a synergy of disciplines from science, technology, business and the humanities. The series will include conference proceedings, edited collections, monographs, hand- books, reference books, and other relevant types of book in areas of science and technologywheresmartsystemsandtechnologiescanofferinnovativesolutions. Highqualitycontentisanessentialfeatureforallbookproposalsacceptedforthe series. It is expected that editors of all accepted volumes will ensure that contributionsaresubjectedtoanappropriatelevelofreviewingprocessandadhere toKESqualityprinciples. Indexed by SCOPUS, EI Compendex, INSPEC, WTI Frankfurt eG, zbMATH, JapaneseScienceandTechnologyAgency(JST),SCImago,DBLP. AllbookspublishedintheseriesaresubmittedforconsiderationinWebofScience. Moreinformationaboutthisseriesathttp://www.springer.com/series/8767 · · Lakhmi C. Jain Roumen Kountchev Junsheng Shi Editors 3D Imaging Technologies— Multi-dimensional Signal Processing and Deep Learning Mathematical Approaches and Applications, Volume 1 Editors LakhmiC.Jain RoumenKountchev KESInternational FacultyofTelecommunications Shoreham-by-Sea,UK TechnicalUniversityofSofia Sofia,Bulgaria JunshengShi DepartmentofElectro-OpticalEngineering YunnanNormalUniversity Kunming,Yunnan,China ISSN2190-3018 ISSN2190-3026 (electronic) SmartInnovation,SystemsandTechnologies ISBN978-981-16-3390-4 ISBN978-981-16-3391-1 (eBook) https://doi.org/10.1007/978-981-16-3391-1 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicensetoSpringerNature SingaporePteLtd.2021 Thisworkissubjecttocopyright.AllrightsaresolelyandexclusivelylicensedbythePublisher,whether thewholeorpartofthematerialisconcerned,specificallytherightsoftranslation,reprinting,reuse ofillustrations,recitation,broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,and transmissionorinformationstorageandretrieval,electronicadaptation,computersoftware,orbysimilar ordissimilarmethodologynowknownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthorsandtheeditorsaresafetoassumethattheadviceandinformationinthisbook arebelievedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsor theeditorsgiveawarranty,expressedorimplied,withrespecttothematerialcontainedhereinorforany errorsoromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictional claimsinpublishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSingaporePteLtd. The registered company address is: 152 Beach Road, #21-01/04 Gateway East, Singapore 189721, Singapore Preface This book contains the papers presented at the 2nd International Conference on 3DImagingTechnologies—MultidimensionalSignalProcessingandDeepLearning (3DIT-MSP&DL)whichwascarriedoutonDecember11–13,2020,attheYunnan NormalUniversity,Kunming,China.Thepapersareaimedatthecontemporaryareas ofthe3Dimagerepresentation,3Dimagetechnology,3Dimageandgraphics,multi- dimensionalsignal,image,andvideoprocessingandcodingandtherelatedmath- ematicalapproaches andapplications.Theadvance ofthecontemporarycomputer systems for processing, analysis, and recognition of patterns and situations opens newabilities,beneficialtopractice.Asaresult,asynergiccombinationofinnovative theoreticalinvestigations,approaches,andapplicationsisachieved. Thebook,3DImagingTechnologies—Multi-dimensionalSignalProcessingand DeepLearning(3DIT-MSP&DL),comprisestwovolumes: (cid:129) MathematicalApproachesandApplications(Volume1); (cid:129) Methods,AlgorithmsandApplications(Volume2). ThemaintopicsofthechaptersinVolume1are: DefectDetectionofInjectionParts;ThresholdingMethodfortheSonarImageof aSeabedTarget;NoiseReductioninSonarImagesofSeabedTargets;Balancethe Robustness and Invisibility of Digital Watermarking; Progress of Electrical Resis- tance Tomography; Low-Resolution Image Matching and Recognition Algorithm; RealisticRepresentationTechnologyinVirtualEnvironment;IntelligentCustomer Service Operation Management System; Car Seat Comfort Evaluation System; Building Extraction from High-Resolution Remote Sensing Image; Image Clas- sification Algorithms; Improved Method of Non-local Means Denoising; Short- Term Traffic Volume Prediction; Biological Particle Recognition; Low-Cost 6D ControllerwithSmoothTrackingforMobileAR;ClinicalDecision-MakingSystem forCOVID-19;LicensePlateRecognitionSystem;LandscapePatternVariationin the Lower Tarim River; Implementation of Stereoscopic Visualization of Medical Images;OpticalDesignofHumanBloodFluorescenceScanningSystem;Rendering of3DModels;ClassificationMethodActivePulmonaryTuberculosis;RoadDefect Recognition; Temperature Measurement of Human Head; Method for Unmanned v vi Preface AerialVehicleVisualApron;UnattendedAIInspectionCollaborativeManagement Platform;andVisualAutopilotDecisionSystem. Theaimofthebookistopresentthelatestachievementsoftheauthorstoawide range of readers: IT specialists, engineers, physicians, Ph.D. students, and other specialists. Shoreham-by-Sea,UK LakhmiC.Jain Sofia,Bulgaria RoumenKountchev Kunming,China JunshengShi April2021 Acknowledgments Thebookeditorsexpresstheirspecialthankstobookchapterreviewersfor theireffortsandgoodwilltohelpforthesuccessfulpreparationofthebook.Specialthanksfor Prof.LakhmiJain(HonoraryChair),Prof.Dr.SrikantaPatnaikandProf.Dr.JunshengShi(General Chairs),andDr.YonghangTai(OrganizingChair)of3DIT-MSP&DL. TheeditorsexpresstheirwarmestthankstotheexcellentSpringerteamwhichmadethisbook possible. Contents AStudyofDigitalCameraSpectralReconstructionBasedonBP NeuralNetworksandPolynomialExpansions ........................ 1 DawenWang,JieFeng,FengZhang,XintingLi,WeiZhuo,andXufengYu ResearchStatusofMotorImageryEEGSignalBasedonDeep Learning ......................................................... 11 FeiLi,YonghangTai,HongfeiYu,HailingZhou,andLiqiangZhang Image Recognition Based on Super-Resolution Wasserstein GenerativeAdversarialNetswithGradientPenalty ................... 19 JieLiu,LijunYun,XuesongJin,andChunjieZhang OverviewofSARImageChangeDetection ........................... 29 JiayuXuan,ZhihuiXin,XiaoqiaoHuang,ZhixuWang,andYuSun OverviewofSARImageDenoisingBasedonTransformDomain ....... 39 YuSun,ZhihuiXin,XiaoqiaoHuang,ZhixuWang,andJiayuXuan CRF-ERSVM:AnEffectiveandRobustSupportVectorMachine BasedonCompleteRandomForest ................................. 49 QinyiHe,ShuyinXia,XiaoliPeng,HanXia,andZhouHao OverviewofSpeckleNoiseSuppressionMethodsinSARImage BasedonNLM .................................................... 59 WeiMa,ZhihuiXin,XiaoqiaoHuang,andShuyiZhang OverviewofSARImageFeatureExtractionandTargetRecognition ... 69 ZhixuWang,ZhihuiXin,XiaoqiaoHuang,YuSun,andJiayuXuan ArtDesignPatternGenerationMethodBasedon3DFractal .......... 77 JinyuanZhao ResearchonCooperative ProductionPlanningMethodBased onFactorAnalysisandBPNeuralNetworkModel ................... 85 HualiZheng vii viii Contents AppearanceDefectDetectionofInjectionPartsBasedonDeep Learning ......................................................... 95 DaosenYan,YuanSun,andSanJiang ThresholdingMethodfortheSonarImageofaSeabedTarget BasedonTwo-DimensionalRenyi’sEntropy ......................... 111 YuLiuandHaitaoGuo Noise Reduction in Sonar Images of Seabed Targets Based onaVariationalMethod ........................................... 117 YuanyuanTian,YibingXue,andHaitaoGuo SonarImageSegmentationofSeabedTargetsUsingaVariational Approach ......................................................... 123 YuanyuanTian,YibingXue,andHaitaoGuo BalancetheRobustnessandInvisibilityofDigitalWatermarking byImageEntropyinMultipleDomains .............................. 129 YujianZhuang,XiaoyiZhou,andShengLiu ResearchProgressofElectricalResistanceTomography ............... 137 YuhanLi,HongweiRen,PengZhao,andLeiQin ResearchonLow-ResolutionImageMatchingandRecognition AlgorithmBasedonUnifiedFeatureSpace ........................... 147 WenhaoZhouandHuabingZhou Research on Realistic Representation Technology in Virtual Environment ...................................................... 155 HuiLi,XuewuHui,andChenxiWang Intelligent Customer Service Operation Management System SolutionBasedonIntelligentVoiceAnalysis ......................... 161 JiangwenSu,LiZhuang,andLifeiYan Research on Car Seat Comfort Evaluation System Based onChinesePopulation ............................................. 169 ChangjiangDu,YuQiao,YunpengCong,ZeyangTian,andSongWang ResearchonBuildingExtractionfromHigh-ResolutionRemote SensingImageBasedonImprovedU-Net ............................ 191 ShaohuiLiang,MeileWang,andBaomingQiao ASurveyofImageClassificationAlgorithmsBasedonGraph NeuralNetworks .................................................. 203 ChanLiuandFeiyanCheng An Improved Method of Non-local Means Denoising Based onHistogram ..................................................... 213 WeiMa,ZhihuiXin,ShuyiZhang,ShangjinLv,andShuwuSheng Contents ix Short-Term Traffic Volume Prediction Based on Gray Wolf OptimizationAlgorithm ............................................ 221 JunmingDai,MeiSun,andQuanShi Biological Particle Recognition Based on BP Neural Network Algorithm ........................................................ 227 JianqiangFan,ShaoquanJiang,ChaoZhang,ZhikunYang,andTaoJiang ImageCube:ALow-Cost6DControllerwithSmoothTracking forMobileAugmentedReality ...................................... 233 HongkunZhang,QianLi,andLifengZhu AClinicalDecision-MakingSystemforCOVID-19 ................... 245 RuiZhou,YonghangTai,HongfeiYu,XuejuanWang,andLiqiangZhang LicensePlateRecognitionSystemBasedonOpenCV ................. 251 ChaoZhang, YonghangTai, QiongLi, TaoJiang, WeiminMao, andHaoDong LUCCandLandscapePatternVariationintheLowerTarimRiver byRemoteSensing ................................................ 257 ShanshanWANG,KefaZHOU,JinlinWANG,andWeiWANG An Implementation of Stereoscopic Visualization of Medical ImagesBasedonVTK ............................................. 263 ShishengYu,ZaiqingChen,YonghangTai,andYuanMeng OpticalDesignofHumanBloodFluorescenceScanningSystem ........ 271 ZiangDeng,YuchaoJia,YuanfangzhouWang,andChaoZhang Renderingof3DModelsBasedonBSSRDF:ASurvey ................ 283 ShaojunLiang,ZhibaoQin,YonghangTai,andDaFang ClassificationMethodActivePulmonaryTuberculosiswith3D TextureFeaturesfromCTImages ................................... 291 JianxinLiu,JianminDong,AiminDuan,andYingWang RoadDefectRecognitionBasedonCNN ............................. 299 YichengZhang,JianbingChen,andZaiqingChen StudyonTemperatureMeasurementofHumanHeadbyInfrared ThermalImager ................................................... 307 XiaZhao,ZilongZhao,QufeiShi,JianWu,FangGuo,andXiwenZhang APreciseLandingMethodforUnmannedAerialVehicleVisual ApronandItsApplication .......................................... 313 ShikuangLiu,WenlveZhou,YingXu,FanshengLi,JunliangZhang, XuelingHuang,YanqingLu,YuanpengSu,YinpeiZhan,andJunweiHuang
The list of books you might like
