3D imaging technologies -- Multi-dimensional signal processing and deep learning : mathematical approaches and applications

341 Pages·2021·9.53 MB·English

by  L. C. Jain (editor), Junsheng Shi (editor), Roumen Kountchev (editor)

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
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· ·
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
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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