Face Processing: Advanced Modeling and Methods

755 Pages·2006·9.736 MB·English

by  Wenyi Zhao, Rama Chellappa

FACE PROCESSING
AdvancedModelingandMethods
This Page Intentionally Left Blank
FACE PROCESSING
Advanced Modeling and Methods
Editedby
Wenyi Zhao
VisionTechnologiesLab
SarnoffCorportaion
Princeton,NJ08540
Email:[email protected]
and
Rama Chellappa
CenterforAutomationResearch
UniversityofMaryland
CollegePark,MD20740
Email:[email protected]
AMSTERDAM • BOSTON • HEIDELBERG • LONDON
NEWYORK • OXFORD • PARIS • SANDIEGO
SANFRANCISCO • SINGAPORE • SYDNEY • TOKYO
AcademicPressisanimprintofElsevier
AcademicPressisanimprintofElsevier
30CorporateDrive,Suite400,Burlington,MA01803,USA
525BStreet,Suite1900,SanDiego,California92101-4495,USA
84Theobald’sRoad,LondonWC1X8RR,UK
Thisbookisprintedonacid-freepaper.
Copyright©2006,ElsevierInc.Allrightsreserved.
Nopartofthispublicationmaybereproducedortransmittedinanyformorbyany
means,electronicormechanical,includingphotocopy,recording,oranyinformation
storageandretrievalsystem,withoutpermissioninwritingfromthepublisher.
PermissionsmaybesoughtdirectlyfromElsevier’sScience&TechnologyRights
DepartmentinOxford,UK:phone:[phone],fax:[phone],
E-mail:[email protected]
viatheElsevierhomepage(http://elsevier.com),byselecting“Support&Contact”
then“CopyrightandPermission”andthen“ObtainingPermissions.”
LibraryofCongressCataloging-in-PublicationData
Applicationsubmitted
BritishLibraryCataloguing-in-PublicationData
AcataloguerecordforthisbookisavailablefromtheBritishLibrary.
ISBN13:978-0-12-088452-0
ISBN10:0-12-088452-6
ForinformationonallAcademicPresspublications
visitourWebsiteatwww.books.elsevier.com
PrintedintheUnitedStatesofAmerica
05 06 07 08 09 10 9 8 7 6 5 4 3 2 1
DedicatedtoProfessorAzrielRosenfeld(1931–2004)
This Page Intentionally Left Blank
CONTENTS
Contributors xi
Preface xiii
PART I THEBASICS 1
CHAPTER 1 AGuidedTourofFaceProcessing 3
(W.ZhaoandR.Chellappa)
CHAPTER 2 EigenfacesandBeyond 55
(M.Turk)
CHAPTER 3 IntroductiontotheStatisticalEvaluationof 87
Face-RecognitionAlgorithms
(J.RossBeveridge,BruceA.Draper,GeofH.Givens,
andWardFisher)
PART II FACEMODELING 125
COMPUTATIONALASPECTS 125
CHAPTER 4 3DMorphableFaceModel,aUnifiedApproach 127
forAnalysisandSynthesisofImages
(SamiRomdhani,Jean-SébastienPierrard,
andThomasVetter)
CHAPTER 5 Expression-InvariantThree-Dimensional 159
FaceRecognition
(A.Bronstein,M.Bronstein,andR.Kimmel)
CHAPTER 6 3DFaceModelingFromMonocularVideo 185
Sequences
(A.Roy-ChowdhuryandR.Chellappa)
CHAPTER 7 FaceModelingbyInformationMaximization 219
(MarianStewartBartlett,JavierR.Movellan,
andTerrenceJ.Sejnowski)
vii
viii CONTENTS
PSYCHOPHYSICALASPECTS 255
CHAPTER 8 FaceRecognitionbyHumans 257
(P.Sinha,BenjaminJ.Balas,YuriOstrovsky,
RichardRussell)
CHAPTER 9 PredictingHumanPerformanceforFaceRecognition 293
(A.O’Toole,F.Jiang,D.Roark,andH.Abdi)
CHAPTER 10 SpatialDistributionofFaceandObject 321
RepresentationsintheHumanBrain
(J.HaxbyandI.Gobbini)
PART III ADVANCEDMETHODS 337
CHAPTER 11 OntheEffectofIlluminationandFaceRecognition 339
(JeffreyHoandDavidKriegman)
CHAPTER 12 ModelingIlluminationVariationwith 385
SphericalHarmonics
(R.Ramamoorthi)
CHAPTER 13 AMultisubregion-BasedProbabilisticApproach 425
TowardPose-InvariantFaceRecognition
(TakeoKanadeandAkihikoYamada)
CHAPTER 14 MorphableModelsforTrainingaComponent-Based 439
Face-RecognitionSystem
(BerndHeiseleandVolkerBlanz)
CHAPTER 15 Model-BasedFaceModelingandTrackingWith 463
ApplicationtoVideoconferencing
(ZhengyouZhang,ZichengLiu,andRuigangYang)
CHAPTER 16 Asurveyof3DandMultimodal3D+2D 519
FaceRecognition
(KevinW.Bowyer,KyongChang,and
PatrickJ.Flynn)
CHAPTER 17 BeyondOneStillImage:FaceRecognitionfrom 547
MultipleStillImagesorVideoSequence
(S.ZhouandR.Chellappa)
CONTENTS ix
CHAPTER 18 SubsetModelingofFaceLocalizationError, 577
Occlusion,andExpression
(AleixM.MartinezandYongbinZhang)
CHAPTER 19 NearReal-timeRobustFaceandFacial-Feature 619
DetectionwithInformation-BasedMaximum
Discrimination
(AntonioJ.Colmenarez,ZiyouXiongy,
andThomasS.Huang)
CHAPTER 20 CurrentLandscapeofThermalInfrared 647
FaceRecognition
(DiegoA.Socolinsky,LawrenceB.Wolff,
AndreaSelinger,andChristopherK.Eveland)
CHAPTER 21 MultimodalBiometrics:AugmentingFace 679
WithOtherCues
(AnilK.Jain,KarthikNandakumar,UmutUludag,
andXiaoguangLu)
Index 707
Colorplatesectionbetweenpagenumbers336and337