3D Face Modeling, Analysis and Recognition
Published on 23. May 2013
224 pages
978-1-118-59264-9 (ISBN)
Description
3D Face Modeling, Analysis and Recognition presentsmethodologies for analyzing shapes of facial surfaces, developscomputational tools for analyzing 3D face data, and illustratesthem using state-of-the-art applications. The methodologies chosenare based on efficient representations, metrics, comparisons, andclassifications of features that are especially relevant in thecontext of 3D measurements of human faces. These frameworks have along-term utility in face analysis, taking into account theanticipated improvements in data collection, data storage,processing speeds, and application scenarios expected as thediscipline develops further.
The book covers face acquisition through 3D scanners and 3D facepre-processing, before examining the three main approaches for 3Dfacial surface analysis and recognition: facial curves; facialsurface features; and 3D morphable models. Whilst the focus ofthese chapters is fundamentals and methodologies, the algorithmsprovided are tested on facial biometric data, thereby continuallyshowing how the methods can be applied.
Key features:
* Explores the underlying mathematics and will apply thesemathematical techniques to 3D face analysis and recognition
* Provides coverage of a wide range of applications includingbiometrics, forensic applications, facial expression analysis, andmodel fitting to 2D images
* Contains numerous exercises and algorithms throughout thebook
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Mohamed Daoudi | Anuj Srivastava | Remco Veltkamp
3D Face Modeling, Analysis and Recognition
Book
08/2013
Wiley
€109.00
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Software
06/2013
Wiley
€115.69
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Persons
Mohamed Daoudi, TELECOM Lille 1, France Professor Daoudiis a member of the computer science department at TELECOM Lille 1,and a member of the IEEE. Prof. Daoudi is an editor of the Journalof Multimedia and has been a guest co-editor of the Annals ofTelecommunications for a special issue on Technologies and Toolsfor 3D Imaging. He co-edited 3D Object Processing: Compression,Indexing and Watermarking published by Wiley in 2008.
Anuj Srivastava, Florida State University, USA ProfessorSrivastava is a member of the department of statistics at FloridaState University, and a member of the IEEE and ASA. He has been anassociate editor of the Journal of Statistical Planning andInterference, IEEE Transactions on Signal Processing, and IEEETransactions on Pattern Analysis and Machine Intelligence, which healso edited a special issue of on Shape Modeling. He has publishedover 30 journal papers and 7 book chapters in edited volumes.
Remco Veltkamp, Universiteit Utrecht, The NetherlandsProfessor Veltkamp is a member of the department of Information andComputing Sciences at Utrecht University, focusing on multimediaapplications. He is an editor of Pattern Recognition Journal andthe International Journal on Shape Modeling. He has also guestedited several journals including a special issue on MultimediaAlgorithmics in Multimedia Tools and Applications, and aspecial issue on Shape Reasoning and Understanding in Computers& Graphics. Prof. Veltkamp has published 30 journal papers, 13book chapters in edited volumes, co-edited several conferenceproceedings and has co-edited State-of-the-art in Content-basedImage and Video Retrieval published by Springer in 2001.
Content
Preface ix
List of Contributors xiii
1 3D Face Modeling 1
Boulbaba Ben Amor, Mohsen Ardabilian and Liming Chen
1.1 Challenges and Taxonomy of Techniques 2
1.2 Background 3
1.3 Static 3D Face Modeling 7
1.4 Dynamic 3D Face Reconstruction 14
1.5 Summary and Conclusions 31
Exercises 33
References 35
2 3D Face Surface Analysis and Recognition Based on Facial Surface Features 39
Faisal Radhi M. Al-Osaimi and Mohammed Bennamoun
2.1 Geometry of 3D Facial Surface 39
2.2 Curvatures Extraction from 3D Face Surface 53
2.3 3D Face Segmentation 57
2.4 3D Face Surface Feature Extraction and Matching 59
2.5 Deformation Modeling of 3D Face Surface 71
Exercises 73
References 74
3 3D Face Surface Analysis and Recognition Based on Facial Curves 77
Hassen Drira, Stefano Berretti, Boulbaba Ben Amor, Mohamed Daoudi, Anuj Srivastava, Alberto del Bimbo and Pietro Pala
3.1 Introduction 77
3.2 Facial Surface Modeling 78
3.3 Parametric Representation of Curves 80
3.4 Facial Shape Representation Using Radial Curves 81
3.5 Shape Space of Open Curves 81
3.6 The Dense Scalar Field (DSF) 90
3.7 Statistical Shape Analysis 94
3.8 Applications of Statistical Shape Analysis 98
3.9 The Iso-geodesic Stripes 103
Exercises 114
Glossary 116
References 117
4 3D Morphable Models for Face Surface Analysis and Recognition 119
Frank B. ter Haar and Remco Veltkamp
4.1 Introduction 120
4.2 Data Sets 121
4.3 Face Model Fitting 122
4.4 Dynamic Model Expansion 129
4.5 Face Matching 141
4.6 Concluding Remarks 144
Exercises 145
References 146
5 Applications 149
Stefano Berretti, Boulbaba Ben Amor, Hassen Drira, Mohamed Daoudi, Anuj Srivastava, Alberto del Bimbo and Pietro Pala
5.1 Introduction 149
5.2 3D Face Databases 150
5.3 3D Face Recognition 157
5.4 Facial Expression Analysis 170
5.5 4D Facial Expression Recognition 184
Exercises 192
Glossary 193
References 198
Index 203
