Image and Vision. Computing 37th International Conference, IVCNZ 2022 Auckland, New Zealand, November 24–25, 2022 Revised Selected Papers

537 Pages·2023·80.11 MB·English

by  Wei Qi Yan, Minh Nguyen, Martin Stommel

Wei Qi Yan
Minh Nguyen
Martin Stommel (Eds.)
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3 Image and
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Vision Computing
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37th International Conference, IVCNZ 2022
Auckland, New Zealand, November 24–25, 2022
Revised Selected Papers
Lecture Notes in Computer Science 13836
FoundingEditors
GerhardGoos
KarlsruheInstituteofTechnology,Karlsruhe,Germany
JurisHartmanis
CornellUniversity,Ithaca,NY,USA
EditorialBoardMembers
ElisaBertino
PurdueUniversity,WestLafayette,IN,USA
WenGao
PekingUniversity,Beijing,China
BernhardSteffen
TUDortmundUniversity,Dortmund,Germany
MotiYung
ColumbiaUniversity,NewYork,NY,USA
Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/558
· ·
Wei Qi Yan Minh Nguyen
Martin Stommel (Eds.)
Image and
Vision Computing
37th International Conference, IVCNZ 2022
Auckland, New Zealand, November 24–25, 2022
Revised Selected Papers
Editors
WeiQiYan MinhNguyen
AucklandUniversityofTechnology AucklandUniversityofTechnology
Auckland,NewZealand Auckland,NewZealand
MartinStommel
AucklandUniversityofTechnology
Auckland,NewZealand
ISSN 0302-9743 ISSN 1611-3349 (electronic)
LectureNotesinComputerScience
ISBN 978-3-031-25824-4 ISBN 978-3-031-25825-1 (eBook)
https://doi.org/10.1007/978-3-031-25825-1
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Preface
The 37th International Conference on Image and Vision Computing New Zealand
(IVCNZ2022)washeldbothonlineandonsiteonNovember24–25,2022,inAuckland,
NewZealandattheAucklandUniversityofTechnology(AUT)CityCampus.Thecon-
ferencewasendorsedbytheInternationalAssociationforPatternRecognition(IAPR).
IVCNZ 2022 was organized by the Centre for Robotics & Vision (CeRV), Auckland
UniversityofTechnology(AUT).
Image and Vision Computing New Zealand is New Zealand’s premier academic
conferenceonallaspectsofcomputervision,imageprocessing,computergraphics,vir-
tualand augmented reality,visualization, and HCI applications related to thesefields.
Relevanttopicsinclude,butarenotlimitedto:artificialIntelligenceapproachestocom-
putervision;augmentedandvirtualreality;automatedvisualsurveillance;biomedical
imagingandvisualization;biologicallyinspiredvisionsystems;biometrics;calibration
techniques; computer graphics; enhancement of video and still images; face recogni-
tion;featuredetectionandextraction;geometricmodelinginvisionandgraphics;graph
matching;imageanalysisandunderstanding;image-basedrendering;imagecompres-
sion and coding; machine vision applications; medical imaging applications; motion
trackingandanalysis;motionsynthesisandcontrol;multimediainformationretrieval;
novelalgorithmsortechniques;objectrecognition;patternrecognitionandclassification;
reconstructiontechniques;renderingandscientificvisualization;scientificvisualization;
securityimageprocessing;shaperecoveryfrommultipleimages;sonarandacoustical
imaging;andstereoimageanalysis.
Weinvitedsubmissionsaimingeitherathighlightingrelationshipsbetweenadjacent
topicswithinthelistedareasorcontributingtoaparticulartopicwithinoneareawhich
isoffairlygeneralinterest.
Thisconferenceuseddouble-blindreview,whichmeansthattheauthorswerecon-
cealedfromthereviewers,andviceversa,throughoutthereviewprocess.Bytheend,
wehad97fullpaperssubmittedtotheEasyChairconferencesystem.Wereceived136
reviewsintotal.Theaveragenumberofreviewsperpaperwas2.72;onaverage,each
reviewer was assigned approximately three papers to assess. After the double-blind
reviewing process, 29 papers were accepted for presentation at the conference. This
resultedina29.89%acceptancerate.Wethereforehad29oralpresentations,groupedin
foursessionsduringthetwodaysoftheconference.Fromtheselectedpapers,wechose
one paper for the best paper award. Additionally, we invited four renowned keynote
speakers: Mengjie Zhang, Victoria University of Wellington, New Zealand; Mohan
Kankanhalli,NationalUniversityofSingapore;NikolaKasabov,AucklandUniversity
ofTechnology,NewZealand;andDachengTao,UniversityofSydney,Australia.
December2022 WeiQiYan
MinhNguyen
MartinStommel
Organization
OrganisingCommittee
WeiQiYan(GeneralChair) AucklandUniversityofTechnology,NewZealand
MinhNguyen(ProgramChair) AucklandUniversityofTechnology,NewZealand
MartinStommel(ProgramChair) AucklandUniversityofTechnology,NewZealand
ProgramCommittee
WaleedAbdulla UniversityofAuckland,NewZealand
QurratUlAin VictoriaUniversityofWellington,NewZealand
AishaAjmal VictoriaUniversityofWellington,NewZealand
HarithAl-Sahaf VictoriaUniversityofWellington,NewZealand
DonaldBailey MasseyUniversity,NewZealand
AndrewBainbridge-Smith UniversityofCanterbury,NewZealand
OliverBatchelor UniversityofCanterbury,NewZealand
BorisBacˇic´ AucklandUniversityofTechnology,NewZealand
YingBi VictoriaUniversityofWellington,NewZealand
PhilBones UniversityofCanterbury,NewZealand
WillBrowne QueenslandUniversityofTechnology,Australia
StefanoCagnoni UniversityofParma,Italy
Kwok-PingChan UniversityofHongKong,China
JoeChen UniversityofCanterbury,NewZealand
QiChen VictoriaUniversityofWellington,NewZealand
Tai-YinChiu UniversityofTexasatAustin,USA
RichardClare UniversityofCanterbury,NewZealand
MichaelCree UniversityofWaikato,NewZealand
JinshiCui PekingUniversity,China
JeremiahD.Deng UniversityofOtago,NewZealand
MansoorEbrahim IqraUniversity,Pakistan
JacoFourie LincolnAgritechLtd.,NewZealand
XipingFu UniversityofOtago,NewZealand
Chiou-ShannFuh NationalTaiwanUniversity,Taiwan
YongshengGao GriffithUniversity,Australia
AlfonsoGastelumStrozzi UNAM/CCADET,Mexico
AkbarGhobakhlou AucklandUniversityofTechnology,NewZealand
HamidGholamhosseini AucklandUniversityofTechnology,NewZealand
AndrewGilman PlantTechResearchInstitute,NewZealand
viii Organization
RichardGreen UniversityofCanterbury,NewZealand
AnthonyGriffin AucklandUniversityofTechnology,NewZealand
ChristopherHollitt VictoriaUniversityofWellington,NewZealand
AarijHussaan IqraUniversity,Pakistan
XiaoyiJiang UniversityofMünster,Germany
ScottKing TexasA&MUniversity,CorpusChristi,USA
HuyLe AucklandUniversityofTechnology,NewZealand
AndrewLensen VictoriaUniversityofWellington,NewZealand
ShenHinLim UniversityofWaikato,NewZealand
JorgeAlbertoMarquezFlores UniversidadNacionalAutónomadeMéxico,
Mexico
StephenMcNeill LandcareResearch,NewZealand
BrendanMcCane UniversityofOtago,NewZealand
YiMei VictoriaUniversityofWellington,NewZealand
StevenMills UniversityofOtago,NewZealand
KouroshNeshatian UniversityofCanterbury,NewZealand
JeanFrancoisNezan INSA,Rennes,IETRLaboratory,France
BachNguyen VictoriaUniversityofWellington,NewZealand
MinhNguyen AucklandUniversityofTechnology,NewZealand
BinhP.Nguyen VictoriaUniversityofWellington,NewZealand
MukkuNisanthKartheek InstituteforDevelopmentandResearchin
BankingTechnology&NationalInstituteof
Technology,India
WarangalMohammad UniversityofAuckland,NewZealand
Norouzifard
KapilaPahalawatta LincolnAgritechLtd.,NewZealand
SimonPark OpenPolytechnic,NewZealand
TuanPham PrinceMohammadBinFahdUniversity,
SaudiArabia
SanjoyPratihar IndianInstituteofInformationTechnology,India
KalyaniIbrahimRahman OpenPolytechnic,NewZealand
AtiyaRana IqraUniversity,Pakistan
RameshRayudu VictoriaUniversityofWellington,NewZealand
MarianoRivera CIMAT,Mexico
MahdiSetayesh Microsoft,USA
AbubakarSiddique VictoriaUniversityofWellington,NewZealand
MartinStommel AucklandUniversityofTechnology,NewZealand
LeeStreeter UniversityofWaikato,NewZealand
LechSzymanski UniversityofOtago,NewZealand
RachaelTighe UniversityofWaikato,NewZealand
MartinUrschler UniversityofAuckland,NewZealand
ZhiyongWang UniversityofSydney,Australia
Organization ix
StephenWeddell UniversityofCanterbury,NewZealand
HenryWilliams UniversityofAuckland,NewZealand
DavidWilson AucklandUniversityofTechnology,NewZealand
BrendonJ.Woodford UniversityofOtago,NewZealand
BurkhardWuensche UniversityofAuckland,NewZealand
BingXue VictoriaUniversityofWellington,NewZealand
WeiQiYan AucklandUniversityofTechnology,NewZealand
Yu-BinYang NanjingUniversity,China
ChunHongYoon SLACNationalAcceleratorLaboratory,USA
MengjieZhang VictoriaUniversityofWellington,NewZealand
FanglueZhang VictoriaUniversityofWellington,NewZealand
JunhongZhao VictoriaUniversityofWellington,NewZealand
ShihuaZhou DalianUniversity,China
Sponsors
School of Engineering, Computer & Mathematical Sciences, Auckland University of
Technology
Department of Computer Science & Software Engineering, Auckland University of
Technology
CentreforRoboticsandVision(CeRV),AucklandUniversityofTechnology
Contents
StencilTorch:AnIterativeandUser-GuidedFrameworkforAnimeLineart
Colorization .......................................................... 1
YliessHati, VincentThevenin, FlorentNolot, FrancisRousseaux,
andClementDuhart
UnseenNet: Fast Training Detector for Unseen Concepts with No
BoundingBoxes ....................................................... 18
AsraAslamandEdwardCurry
Person Detection Using an Ultra Low-Resolution Thermal Imager
onaLow-CostMCU ................................................... 33
MaartenVandersteegen, WouterReusen, KristofVanBeeck,
andToonGoedemé
AReal-TimeKiwifruitDetectionBasedonImprovedYOLOv7 .............. 48
YiXia,MinhNguyen,andWeiQiYan
ANovelExplainableDeepLearningModelwithClassSpecificFeatures ...... 62
DeepthiPraveenlalKuttichira, BasimAzam, BrijeshVerma,
AshfaqurRahman,andLipoWang
CorrectingChargeSharingDistortionsinPhotonCountingDetectors
UtilisingaSpatial-TemporalCNN ....................................... 75
AaronSmith,JamesAtlas,andAliAtharifard
Vehicle-RelatedDistanceEstimationUsingCustomizedYOLOv7 ............ 91
XiaoxuLiuandWeiQiYan
ExtendingTemporalDataAugmentationforVideoActionRecognition ....... 104
ArtjomsGorpincenkoandMichalMackiewicz
Pre-text Representation Transfer for Deep Learning with Limited
andImbalancedData:ApplicationtoCT-BasedCOVID-19Detection ......... 119
FouziaAltaf,SyedM.S.Islam,NaeemK.Janjua,andNaveedAkhtar
FNR-GAN: Face Normalization and Recognition with Generative
AdversarialNetworks .................................................. 131
AminaKammoun, RimSlama, HediTabia, TarekOuni,
andMohamedAbid