Diabetic Foot Ulcers Grand Challenge: Third Challenge, DFUC 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings PDF
Preview Diabetic Foot Ulcers Grand Challenge: Third Challenge, DFUC 2022, Held in Conjunction with MICCAI 2022, Singapore, September 22, 2022, Proceedings
Moi Hoon Yap Connah Kendrick es Bill Cassidy (Eds.) g n e l l a h C 7 9 7 Diabetic Foot Ulcers 3 1 S C Grand Challenge N L Third Challenge, DFUC 2022 Held in Conjunction with MICCAI 2022 Singapore, September 22, 2022, Proceedings Lecture Notes in Computer Science 13797 FoundingEditors GerhardGoos JurisHartmanis EditorialBoardMembers ElisaBertino,PurdueUniversity,WestLafayette,IN,USA WenGao,PekingUniversity,Beijing,China BernhardSteffen ,TUDortmundUniversity,Dortmund,Germany MotiYung ,ColumbiaUniversity,NewYork,NY,USA TheseriesLectureNotesinComputerScience(LNCS),includingitssubseriesLecture Notes in Artificial Intelligence (LNAI) and Lecture Notes in Bioinformatics (LNBI), hasestablisheditselfasamediumforthepublicationofnewdevelopmentsincomputer scienceandinformationtechnologyresearch,teaching,andeducation. LNCSenjoysclosecooperationwiththecomputerscienceR&Dcommunity,the seriescountsmanyrenownedacademicsamongitsvolumeeditorsandpaperauthors,and collaborateswithprestigioussocieties.Itsmissionistoservethisinternationalcommu- nitybyprovidinganinvaluableservice,mainlyfocusedonthepublicationofconference andworkshopproceedingsandpostproceedings.LNCScommencedpublicationin1973. Moi Hoon Yap · Connah Kendrick · Bill Cassidy Editors Diabetic Foot Ulcers Grand Challenge Third Challenge, DFUC 2022 Held in Conjunction with MICCAI 2022 Singapore, September 22, 2022 Proceedings Editors MoiHoonYap ConnahKendrick ManchesterMetropolitanUniversity ManchesterMetropolitanUniversity Manchester,UK Manchester,UK BillCassidy ManchesterMetropolitanUniversity Manchester,UK ISSN 0302-9743 ISSN 1611-3349 (electronic) LectureNotesinComputerScience ISBN 978-3-031-26353-8 ISBN 978-3-031-26354-5 (eBook) https://doi.org/10.1007/978-3-031-26354-5 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2023 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartof thematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,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,andtheeditorsaresafetoassumethattheadviceandinformationinthisbook arebelievedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsorthe editorsgiveawarranty,expressedorimplied,withrespecttothematerialcontainedhereinorforanyerrors oromissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface This is the second Diabetic Foot Ulcer (DFU) proceedings, this one focusing on the DFU Challenge 2022 (DFUC 2022), organized in conjunction with the 25th Interna- tional Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI2022).Followingtwochallenges(DFUC2020andDFUC2021)conducted as virtual events due to the COVID-19 pandemic, this challenge event was conducted inpersononSeptember22,2022inSingapore.Wereceivedover1000submissionsfor thevalidationstageand52submissionsforthetestingstage. TheDFUchallengesaimtomotivatethehealthcaredomaintosharedatasets,par- ticipate in ground truth annotation, and enable data-innovation in computer algorithm development.Inthelongerterm,itwillleadtoimprovedpatientcareandreducethestrain onoverburdenedhealthcaresystems.Withjointeffortsfromleadingscientistsfromthe UK,US,IndiaandNewZealand,theseinauguralchallengeswerewell-received,with thefirstDFUchallengesuccessfullyconductedin2020forthetaskofDFUdetection andthesecondDFUchallengesuccessfullyconductedin2021forthetaskofDFUclas- sification.ThetaskofDFUC2022wasulcersegmentation,forthepurposeofsupporting researchtowardsmoreadvancedmethodsofulcerregionquantification. Thisproceedingsincludesresearchpapersinvestigatingtheeffectofduplicateimages inDFUC2021(asacontinuationfromtheDFUC2021proceedings),gathersmethod- ologicalpapersofsegmentationmethodsevaluatedatDFUC2022andpostchallenge, and includes a DFUC 2022 summary paper from the organizers. Apart from the con- tinuationpaperofDFUC2021andasummarypaper,allpaperswerereviewedby2–3 reviewersandassignedtoameta-reviewer.ForDFUC2022papersasingle-blindreview processwasused,acceptingonlythetop-5entriesduetotheproceedingscallforpapers deadline. In total we received 21 paper submissions with only eight papers accepted andtwowithdrawnwithanacceptancerateof45%.Theorganizerswerenotlistedas authorsforthechallengeandpostchallengepapers. Asaconcludingnote,theorganizersofthechallengecontinuetosupporttheresearch communitybyprovidingliveleaderboardstotesttheperformanceoftheiralgorithms. To date, there are 204 submissions on the DFUC 2022 live leaderboard. Researchers whoareinterestedinthechallengecanrequestthedatasetsandevaluateonourgrand challengewebsites(DFUdetectiontask,DFUclassificationtaskandDFUsegmentation task).TheorganizerswillconductDFUC2023inconjunctionwithMICCAI2023,with thetaskfocusingonDFUinstancesegmentation. December2022 MoiHoonYap ConnahKendrick BillCassidy Organization GeneralChairs MoiHoonYap ManchesterMetropolitanUniversity,UK ConnahKendrick ManchesterMetropolitanUniversity,UK NeilReeves ManchesterMetropolitanUniversity,UK OrganizingCommittee MoiHoonYap ManchesterMetropolitanUniversity,UK NeilReeves ManchesterMetropolitanUniversity,UK AndrewBoulton UniversityofManchesterandManchester Infirmary,UK SatyanRajbhandari LancashireTeachingHospitals,UK DavidArmstrong UniversityofSouthernCalifornia,USA ArunG.Maiya ManipalCollegeofHealthProfessions,India BijanNajafi BaylorCollegeofMedicine,USA BillCassidy ManchesterMetropolitanUniversity,UK JustinaWu WaikatoDistrictHealthBoard,NewZealand ClinicalChairs JosephM.Pappachan LancashireTeachingHospitals,UK ClaireO’Shea WaikatoDistrictHealthBoard,NewZealand TechnicalChairs ConnahKendrick ManchesterMetropolitanUniversity,UK BillCassidy ManchesterMetropolitanUniversity,UK ProgramCommitteeChairs ConnahKendrick ManchesterMetropolitanUniversity,UK BillCassidy ManchesterMetropolitanUniversity,UK viii Organization ProgramCommittee ChristophFriedrich UniversityofAppliedSciencesandArts Dortmund,Germany RaphaelBrüngel UniversityofAppliedSciencesandArts Dortmund,Germany NoraAl-Garaawi UniversityofKufa,Najaf,Iraq AdrianGaldran BournemouthUniversity,UK Ting-YuLiao NationalTsingHuaUniversity,Taiwan JoannaJaworek-Korjakowska AGHUniversityofScienceandTechnology, Poland AndrzejBrodzicki AGHUniversityofScienceandTechnology, Poland Yung-HanChen NationalYangMingChiaoTung,Taiwan DavidHresko TechnicalUniversityofKosice,Slovakia AbdulQayyum ÉcoleNationaled’IngénieursdeBrest,France Sponsors Contents Quantifying the Effect of Image Similarity on Diabetic Foot Ulcer Classification ......................................................... 1 ImranChowdhuryDipto, BillCassidy, ConnahKendrick, NeilD.Reeves, JosephM.Pappachan, VishnuChandrabalan, andMoiHoonYap DFUC2022ChallengePapers HarDNet-DFUS:EnhancingBackboneandDecoderofHarDNet-MSEG forDiabeticFootUlcerImageSegmentation .............................. 21 Ting-YuLiao, Ching-HuiYang, Yu-WenLo, Kuan-YingLai, Po-HuaiShen,andYoun-LongLin OCRNetforDiabeticFootUlcerSegmentationCombinedwithEdgeLoss ..... 31 HuahuiYi,WeiXu,ZekunJiang,JunGao,QingboKang,QichengLao, andKangLi OntheOptimalCombinationofCross-EntropyandSoftDiceLosses forLesionSegmentationwithOut-of-DistributionRobustness ............... 40 AdrianGaldran,GustavoCarneiro,andMiguelA.GonzálezBallester CapturetheDevilintheDetailsviaPartition-then-EnsembleonHigher ResolutionImages ..................................................... 52 Yung-HanChen,Yi-JenJu,andJuinn-DarHuang Unconditionally Generated and Pseudo-Labeled Synthetic Images forDiabeticFootUlcerSegmentationDatasetExtension .................... 65 RaphaelBrüngel,SvenKoitka,andChristophM.Friedrich PostChallengePapers Diabetic Foot Ulcer Segmentation Using Convolutional andTransformer-BasedModels .......................................... 83 MariamHassib, MaramAli, AminaMohamed, MarwanTorki, andMohamedHussein RefinedMixupAugmentationforDiabeticFootUlcerSegmentation .......... 92 DavidJozefHresko,JakubVereb,ValentinKrigovsky,MichalaGayova, andPeterDrotar x Contents DFU-Ens:End-to-EndDiabeticFootUlcerSegmentationFramework withVisionTransformerBasedDetection ................................. 101 DariuszKucharski, AleksanderKostuch, FilipNoworolnik, AndrzejBrodzicki,andJoannaJaworek-Korjakowska SummaryPaper DiabeticFootUlcerGrandChallenge2022Summary ....................... 115 ConnahKendrick,BillCassidy,NeilD.Reeves,JosephM.Pappachan, ClaireO’Shea,VishnuChandrabalan,andMoiHoonYap AuthorIndex ......................................................... 125
The list of books you might like
