PhD Researcher in Geometric Deep Learning

4 weeks ago


Gothenburg, Västra Götaland, Sweden Chalmers tekniska högskola Full time

pAreyoupassionateaboutadvancingtheboundariesofmachinelearningandcomputervision?Weinviteyoutocontributetogroundbreakingresearchin3DsceneanalysisandgenerativediffusionmodelsasaPhDstudentinourComputerVisionGroup./ppbProjectOverview/b/ppThisPhDpositionoffersauniqueopportunitytodelveintotheareaofgeometricdeeplearningwithinthebroaderlandscapeofmachinelearningand3Dcomputervision.Asacandidate,you'llhavethechancetodeveloptheoreticalconceptsandinnovativemethodologieswhilecontributingtoreal-worldimagingapplications./ppbResearchFocus/b/ppThePhDprojectcentersonunderstandingandimprovingdeeplearningmethodsfor3Dsceneanalysisand3Dgenerativediffusionmodels.Weaimtoexplorenewwaysofencodingsymmetriesindeeplearningmodelstoscaleupcomputations,anecessityforrealizingtruly3Dgenerativemodelsforgeneralscenes.Wealsoaimtoexploretheapplicationofthesemodelsinkeyproblemsinvolvingnovelviewsynthesisandself-supervisedlearning./ppbResearchGroup/b/ppOurresearchgroupconductsresearchinthefieldofautomaticimageinterpretationandperceptualsceneunderstanding.Wetargetbothmedicalapplications,suchasthedevelopmentofnewandmoreeffectivemethodsandsystemsforanalysis,support,anddiagnostics,aswellasgeneralcomputervisionapplicationsincludingautonomouslyguidedvehicles(particularlyself-drivingcars),image-basedlocalization,structure-from-motion,andobjectrecognition./ppbMajorResponsibilities/b/ppYourmajorresponsibilitiesaretopursueyourowndoctoralstudies.Youareexpectedtodevelopyourownscientificconceptsandcommunicatetheresultsofyourresearchverballyandinwriting,bothinSwedishandinEnglish.ThepositionalsoincludesteachingonChalmers'undergraduatelevelorperformingotherdutiescorrespondingto20percentofworkinghours./p



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