WRIGHTET
AL.:
ROBUST
FACE
RECOGNITION
VIASPARSEREPRESENTATION227
[47]S.Kaski,“DimensionalityReductionbyRandomMapping,”Proc.
IEEEInt’lJointConf.NeuralNetworks,vol.1,pp.413-418,1998.[48]D.Achlioptas,“Database-FriendlyRandomProjections,”Proc.
ACMSymp.PrinciplesofDatabaseSystems,pp.274-281,2001.
[49]E.BinghamandH.Mannila,“RandomProjectioninDimension-alityReduction:ApplicationstoImageandTextData,”Proc.ACMSIGKDDInt’lConf.KnowledgeDiscoveryandDataMining,pp.245-250,2001.
[50]R.BaraniukandM.Wakin,“RandomProjectionsofSmooth
Manifolds,”FoundationsofComputationalMath.,2007.
[51]R.Baraniuk,M.Davenport,R.deVore,andM.Wakin,“The
Johnson-LindenstraussLemmaMeetsCompressedSensing,”ConstructiveApproximation,2007.
[52]F.MacwilliamsandN.Sloane,TheTheoryofError-CorrectingCodes.
NorthHollandPublishingCo.,1981.
[53]J.Kim,J.Choi,J.Yi,andM.Turk,“EffectiveRepresentationUsing
ICAforFaceRecognitionRobusttoLocalDistortionandPartialOcclusion,”IEEETrans.PatternAnalysisandMachineIntelligence,vol.27,no.12,pp.1977-1981,Dec.2005.
[54]S.Li,X.Hou,H.Zhang,andQ.Cheng,“LearningSpatially
Localized,Parts-BasedRepresentation,”http://www.77cn.com.cnputerVisionandPatternRecognition,pp.1-6,2001.
[55]T.Ahonen,A.Hadid,andM.Pietikainen,“FaceDescriptionwith
LocalBinaryPatterns:ApplicationtoFaceRecognition,”IEEETrans.PatternAnalysisandMachineIntelligence,vol.28,no.12,pp.2037-2041,Dec.2006.
[56]http://www.77cn.com.cndes,J.Vorbruggen,J.Buhmann,http://www.77cn.com.cnnge,C.vonder
Malsburg,R.Wurtz,andW.Konen,“DistortionInvariantObjectRecognitionintheDynamicLinkArchitecture,”http://www.77cn.com.cnputers,vol.42,pp.300-311,1993.
[57]A.Pentland,B.Moghaddam,andT.Starner,“View-Basedand
ModularEigenspacesforFaceRecognition,”http://www.77cn.com.cnputerVisionandPatternRecognition,1994.
[58]A.Georghiades,P.Belhumeur,andD.Kriegman,“FromFewto
Many:IlluminationConeModelsforFaceRecognitionunderVariableLightingandPose,”IEEETrans.PatternAnalysisandMachineIntelligence,vol.23,no.6,pp.643-660,June2001.
[59]K.Lee,J.Ho,andD.Kriegman,“AcquiringLinearSubspacesfor
FaceRecognitionunderVariableLighting,”IEEETrans.PatternAnalysisandMachineIntelligence,vol.27,no.5,pp.684-698,2005.[60]A.MartinezandR.Benavente,“TheARFaceDatabase,”CVC
TechnicalReport24,1998.
[61]D.Geiger,T.Liu,andM.Donahue,“SparseRepresentationsfor
ImageDecompositions,”Int’http://www.77cn.com.cnputerVision,vol.33,no.2,1999.
[62]R.ZassandA.Shashua,“NonnegativeSparsePCA,”Proc.Neural
InformationandProcessingSystems,2006.JohnWrightreceivedtheBSdegreeincomputerengineeringandtheMSdegreeinelectricalengineeringfromtheUniversityofIllinois,Urbana-Champaign.HeiscurrentlyaPhDcandidateintheDecisionandControlGroup,UniversityofIllinois.Hisresearchinter-estsincludedautomaticfaceandobjectrecogni-tion,sparsesignalrepresentation,andminimumdescriptionlengthtechniquesinsupervisedandunsupervisedlearningandhaspublishedmore
than10papersonthesesubjects.Hehasbeenarecipientofseveralawardsandfellowships,includingtheUIUCECEDistinguishedFellow-shipandaCarverFellowship.Mostrecently,in2008,hereceivedaMicrosoftResearchFellowship,sponsoredbyMicrosoftLiveLabs.HeisastudentmemberoftheIEEE.
AllenY.Yangreceivedthebachelor’sdegreeincomputersciencefromtheUniversityofScienceandTechnologyofChinain2001andthePhDdegreeinelectricalandcomputerengineeringfromtheUniversityofIllinois,Urbana-Cham-paign,in2006.HeisapostdoctoralresearcherintheDepartmentofElectricalEngineeringandComputerSciences,UniversityofCalifornia,Berkeley.Hisprimaryresearchisonpatternanalysisofgeometricorstatisticalmodelsin
veryhigh-dimensionaldataspaceandapplicationsinmotionsegmenta-tion,imagesegmentation,facerecognition,andsignalprocessinginheterogeneoussensornetworks.Heisthecoauthoroffivejournalpapersandmorethan10conferenceproceedings.HeisalsothecoinventoroftwoUSpatentapplications.HeisamemberoftheIEEE.
ArvindGaneshreceivedthebachelor’sandmaster’sdegreesinelectricalengineeringfromtheIndianInstituteofTechnology,Madras,India,in2006.HeiscurrentlyworkingtowardthePhDdegreeinelectricalengineeringattheUniversityofIllinois,Urbana-Champaign.Hisresearchinterestsincludecomputervision,machinelearning,andsignalprocessing.HeisastudentmemberoftheIEEE.
S.ShankarSastryreceivedthePhDdegreefromtheUniversityofCalifornia,Berkeley,in1981.HewasonthefacultyofMITasanassistantprofessorfrom1980to1982andHarvardUniversityasachairedGordonMcKayprofessorin1994.HeservedasthechairmanoftheDepartmentofElectricalEngineeringandComputerSciences,UniversityofCalifornia(UC),Berkeley,from2001to2004.HeservedasthedirectoroftheInformationTechnology
Office,DARPA,in2000.HeiscurrentlytheRoyW.Carlsonprofessorofelectricalengineeringandcomputerscience,bioengineeringandmechanicalengineering,aswellasthedeanoftheCollegeofEngineering,UCBerkeley.HealsoservesasthedirectoroftheBlumCenterforDevelopingEconomies.Heisthecoauthorofmorethan300technicalpapersandninebooks.Hereceivednumerousawards,includingthePresidentofIndiaGoldMedalin1977,anM.A.(honoriscausa)fromHarvardin1994,fellowoftheIEEEin1994,thedistinguishedAlumnusAwardoftheIndianInstituteofTechnologyin1999,theDavidMarrprizeforthebestpaperattheInt’lConferenceinComputerVisionin1999,andtheRagazziniAwardforExcellenceinEducationbytheAmericanControlCouncilin2005.HeisamemberoftheNationalAcademyofEngineeringandtheAmericanAcademyofArtsandSciences.HeisontheAirForceScienceBoardandisthechairmanoftheBoardoftheInternationalComputerScienceInstitute.HeisalsoamemberoftheboardsoftheFederationofAmericanScientistsandEmbeddedSystemsConsortiumforHybridandEmbeddedResearch(ESCHER).
YiMareceivedthebachelors’degreesinautomationandappliedmathematicsfromTsin-ghuaUniversity,Beijing,China,in1995,theMSdegreeinelectricalengineeringandcomputerscience(EECS)in1997,theMAdegreeinmathematicsin2000,andthePhDdegreeinEECSin2000fromtheUniversityofCalifornia,Berkeley.Since2000,hehasbeenonthefacultyoftheElectricalandComputerEngineer-ingDepartment,UniversityofIllinois,Urbana-Champaign,whereheiscurrentlytherankofassociateprofessor.Hismainresearchinterestsincludesystemstheoryandcomputervision.HewastherecipientoftheDavidMarrBestPaperPrizeattheInternationalConferenceonComputerVisionin1999andHonorableMentionfortheLonguet-HigginsBestPaperAwardattheEuropeanConferenceonComputerVisionin2004.HereceivedtheCAREERAwardfromtheNationalScienceFoundationin2004andtheYoungInvestigatorProgramAwardfromtheOfficeofNavalResearchin2005.HeisaseniormemberoftheIEEEandamemberoftheACM.