Serious Games: Joint International Conference, JCSG 2022, Weimar, Germany, September 22–23, 2022, Proceedings PDF
Preview Serious Games: Joint International Conference, JCSG 2022, Weimar, Germany, September 22–23, 2022, Proceedings
Bhavna Antony · Huazhu Fu · Cecilia S. Lee · Tom MacGillivray · Yanwu Xu · Yalin Zheng (Eds.) 6 7 Ophthalmic Medical 5 3 1 S Image Analysis C N L 9th International Workshop, OMIA 2022 Held in Conjunction with MICCAI 2022 Singapore, Singapore, September 22, 2022, Proceedings Lecture Notes in Computer Science 13576 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 · · · Bhavna Antony Huazhu Fu Cecilia S. Lee · · Tom MacGillivray Yanwu Xu Yalin Zheng (Eds.) Ophthalmic Medical Image Analysis 9th International Workshop, OMIA 2022 Held in Conjunction with MICCAI 2022 Singapore, Singapore, September 22, 2022 Proceedings Editors BhavnaAntony HuazhuFu AlfredHealth InstituteofHighPerformanceComputing Melbourne,VIC,Australia Singapore,Singapore CeciliaS.Lee TomMacGillivray UniversityofWashington UniversityofEdinburgh Seattle,WA,USA Edinburgh,UK YanwuXu YalinZheng BaiduInc. UniversityofLiverpool Beijing,China Liverpool,UK ISSN 0302-9743 ISSN 1611-3349 (electronic) LectureNotesinComputerScience ISBN 978-3-031-16524-5 ISBN 978-3-031-16525-2 (eBook) https://doi.org/10.1007/978-3-031-16525-2 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2022 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The9thInternationalWorkshoponOphthalmicMedicalImageAnalysis(OMIA2022) washeldonSeptember22,2022,inconjunctionwiththe25thInternationalConference onMedicalImageComputingandComputer-AssistedIntervention(MICCAI).Thiswill bethefirstMICCAIconferencehostedinSoutheastAsia.DuetoCOVID-19,thisyear ittookplaceasahybrid(virtual+in-person)conference. Age-relatedmaculardegeneration,diabeticretinopathy,andglaucomaarethemain causesofblindnessinbothdevelopedanddevelopingcountries.Thecostofblindness tosocietyandindividualsishuge,andmanycasescanbeavoidedbyearlyintervention. Early and reliable diagnosis strategies and effective treatments are therefore a world priority. At the same time, there is mounting research on the retinal vasculature and neuro-retinalarchitectureasasourceofbiomarkersforseveralhigh-prevalencecondi- tions like dementia, cardiovascular disease, and, of course, complications of diabetes. Automaticandsemi-automaticsoftwaretoolsforretinalimageanalysisarebeingused widely in retinal biomarkers research, and increasingly percolating into clinical prac- tice.Significantchallengesremainintermsofreliabilityandvalidation,numberandtype ofconditionsconsidered,multi-modalanalysis(e.g.,fundus,opticalcoherencetomog- raphy, scanning laser ophthalmoscopy), novel imaging technologies, and the effective transferofadvancedcomputervisionandmachinelearningtechnologies,tomentiona few.Theworkshopaddressedalltheseaspectsandmore,intheidealinterdisciplinary contextofMICCAI. Thisworkshopaimedtobringtogetherscientists,clinicians,andstudentsfrommul- tiple disciplines in the growing ophthalmic image analysis community, such as elec- tronicengineering,computerscience,mathematics,andmedicine,todiscussthelatest advancementsinthefield.Atotalof33full-lengthpapersweresubmittedtothework- shopinresponsetothecallforpapers.Allsubmissionsweredouble-blindpeer-reviewed by at least three members of the Program Committee. Paper selection was based on methodological innovation, technical merit, results, validation, and application poten- tial.Finally,20paperswereacceptedattheworkshopandchosentobeincludedinthis SpringerLNCSvolume. WearegratefultotheProgramCommitteeforreviewingthesubmittedpapersand givingconstructivecommentsandcritiques,totheauthorsforsubmittinghigh-quality papers,tothepresentersforexcellentpresentations,andtoalltheOMIA2022attendees fromallaroundtheworld. August2022 BhavnaAntony HuazhuFu CeciliaS.Lee TomMacGillivray YanwuXu YalinZheng Organization WorkshopOrganizers BhavnaAntony UniversityofEdinburgh,UK CeciliaS.Lee UniversityofWashionton,USA HuazhuFu IHPC,A*STAR,Singapore TomMacGillivray UniversityofEdinburgh,UK YanwuXu BaiduInc,China YalinZheng UniversityofLiverpool,UK ProgramCommittee DeweiHu VanderbiltUniversity,USA DongxuGao UniversityofLiverpool,UK DwarikanathMahapatra InceptionInstituteofArtificialIntelligence,UAE EmmaJ.R.Pead UniversityofEdinburgh,UK GengChen NorthwesternPolytechnicalUniversity,China GuanghuiYue ShenzhenUniversity,China HaiXie ShenzhenUniversity,China HengLi SouthernUniversityofScienceandTechnology, China HuazhuFu IHPC,A*STAR,Singapore HuihongZhang SouthernUniversityofScienceandTechnology, China HuiyingLiu I2R,A*STAR,Singapore JiongZhang UniversityofSouthernCalifornia,USA Jui-KaiWang UniversityofIowa,USA KangZhou ShanghaiTechUniversity,China MelissadelaPava UniversidadNacionaldeColombia,Colombia MingchenZhuge ChinaUniversityofGeosciences,China MohammadShafkatIslam UniversityofIowa,USA MuthuRahmaKrishnanMookiah UniversityofDundee,UK OscarPerdomo UniversidaddelRosario,Colombia PengLiu UniversityofElectronicScienceandTechnology ofChina,China PengYang ShenzhenUniversity,China PengshuaiYin SouthChinaUniversityofTechnology,China RaviKamble AIRAMATRIX,India viii Organization RaynaAndreeva UniversityofEdinburgh,UK ShihaoZhang SingaporeEyeResearchInstitute,Singapore TaoZhou NanjingUniversityofScienceandTechnology, China TianyangZhang UniversityofBirmingham,UK TomMacGillivray UniversityofEdinburgh,UK XiaomengLi ChineseUniversityofHongKong,China YalinZheng UniversityofLiverpool,UK YanHu SouthernUniversityofScienceandTechnology, China YichengWu MonashUniversity,Australia YifanYang SouthChinaUniversityofTechnology,China YitianZhao ChineseAcademyofSciences,China YleniaGiarratano UniversityofEdinburgh,UK ZaiwangGu I2R,A*STAR,Singapore ZhongweiHuang ShenzhenUniversity,China Contents AugPaste:One-ShotAnomalyDetectionforMedicalImages ................ 1 WeikaiHuang,YijinHuang,andXiaoyingTang AnalysingOpticalCoherenceTomographyAngiographyofMid-Life PersonsatRiskofDevelopingAlzheimer’sDiseaseLaterinLife ............. 12 DarwonRashid, YleniaGiarratano, CharleneHamid, TomMacGillivray, GracielaMunizTerrera, CraigRitchie, BaljeanDhillon,andMiguelO.Bernabeu FeatureRepresentationLearningforRobustRetinalDiseaseDetection fromOpticalCoherenceTomographyImages .............................. 22 SharifAmitKamran,KhondkerFarihaHossain,AlirezaTavakkoli, StewartLeeZuckerbrod,andSalahA.Baker GUNet:AGCN-CNNHybridModelforRetinalVesselSegmentation byLearningGraphicalStructures ........................................ 33 YishuoZhangandAlbertC.S.Chung DetectionofDiabeticRetinopathyUsingLongitudinal ...................... 43 RachidZeghlache, Pierre-HenriConze, MostafaElHabibDaho, RaminTadayoni,PascalMassin,BéatriceCochener,GwenoléQuellec, andMathieuLamard MultimodalInformationFusionforGlaucomaandDiabeticRetinopathy Classification ......................................................... 53 YihaoLi,MostafaElHabibDaho,Pierre-HenriConze,HassanAlHajj, SophieBonnin, HugangRen, NiranchanaManivannan, StephanieMagazzeni, RaminTadayoni, BéatriceCochener, MathieuLamard,andGwenoléQuellec MappingtheOcularSurfacefromMonocularVideoswithanApplication toDryEyeDiseaseGrading ............................................. 63 IkramBrahim, MathieuLamard, Anas-AlexisBenyoussef, Pierre-HenriConze, BéatriceCochener, DiviCornec, andGwenoléQuellec RethinkingRetinalImageQuality:TreatingQualityThresholdasaTunable Hyperparameter ....................................................... 73 FabianSLYii, RamanDutt, TomMacGillivray, BaljeanDhillon, MiguelBernabeu,andNiallStrang x Contents RobustandEfficientComputationofRetinalFractalDimensionThrough DeepApproximation ................................................... 84 JustinEngelmann, AnaVillaplana-Velasco, AmosStorkey, andMiguelO.Bernabeu LocalizingAnatomical Landmarks inOcularImagesUsingZoom-In AttentiveNetworks .................................................... 94 XiaofengLei, ShaohuaLi, XinxingXu, HuazhuFu, YongLiu, Yih-ChungTham, YangqinFeng, MingruiTan, YanyuXu, JocelynHuiLinGoh,RickSiowMongGoh,andChing-YuCheng Intra-operativeOCT(iOCT)SuperResolution:ATwo-StageMethodology LeveragingHighQualityPre-operativeOCTScans ......................... 105 CharalamposKomninos, TheodorosPissas, BlancaFlores, EdwardBloch,TomVercauteren,SébastienOurselin,LyndonDaCruz, andChristosBergeles DomainAdaptiveRetinalVesselSegmentationGuidedbyHigh-frequency Component ........................................................... 115 HaojinLi,HengLi,ZhongxiQiu,YanHu,andJiangLiu Tiny-LesionSegmentationinOCTviaMulti-scaleWaveletEnhanced Transformer .......................................................... 125 MengWang,KaiYu,XinxingXu,YiZhou,YuanyuanPeng,YanyuXu, RickSiowMongGoh,YongLiu,andHuazhuFu DatasetandEvaluationAlgorithmDesignforGOALSChallenge ............. 135 HuihuiFang,FeiLi,HuazhuFu,JundeWu,XiulanZhang,andYanwuXu Self-supervisedLearningforAnomalyDetectioninFundusImage ........... 143 SangilAhnandJitaeShin GARDNet:RobustMulti-viewNetworkforGlaucoma Classification inColorFundusImages ................................................ 152 AhmedAl-Mahrooqi, DmitriiMedvedev, RandMuhtaseb, andMohammadYaqub FundusPhotographDefectRepairAlgorithmBasedonPortableCamera EmptyShot ........................................................... 162 JunWu,HanwenZhang,MingxinHe,JianchunZhao,XiaohouShen, JiankunLiu,GangYang,XirongLi,andDayongDing
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