3D Face recognition under expressions, occlusions, and pose variations

IEEE Transactions on Pattern Analysis and Machine Intelligence

Volumn 35, Issue 9, 2013, Pages 2270-2283

  Drira, Hassen ^a   Ben Amor, Boulbaba ^a   Srivastava, Anuj ^b   Daoudi, Mohamed ^a   Slama, Rim ^c  

^a ECOLE CENTRALE DE LILLE   (France)

^b FLORIDA STATE UNIVERSITY   (United States)

^c UNIV LILLE   (France)

Author keywords

3D face recognition; biometrics; data restoration; quality control; shape analysis

Indexed keywords

3D FACE RECOGNITION; DATA RESTORATION; ELASTIC SHAPE ANALYSIS; EMPIRICAL EVALUATIONS; RIEMANNIAN FRAMEWORK; SHAPE ANALYSIS; STATE-OF-THE-ART METHODS; STATISTICAL INFERENCE;

BIOMETRICS; QUALITY CONTROL;

FACE RECOGNITION;

ADULT; ANATOMY AND HISTOLOGY; BIOMETRY; BODY POSTURE; ELASTICITY; FACE; FACIAL EXPRESSION; FACTUAL DATABASE; FEMALE; HAIR; HAND; HUMAN; MALE; PROCEDURES; SPECTACLES; THREE DIMENSIONAL IMAGING; ARTICLE; HISTOLOGY; METHODOLOGY;

ADULT; BIOMETRIC IDENTIFICATION; DATABASES, FACTUAL; ELASTICITY; EYEGLASSES; FACE; FACIAL EXPRESSION; FEMALE; HAIR; HAND; HUMANS; IMAGING, THREE-DIMENSIONAL; MALE; POSTURE;

EID: 84880908756     PISSN: 01628828     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPAMI.2013.48     Document Type: Article

References (33)

1. N. Alyuz, B. Gokberk, and L. Akarun, "A 3D Face Recognition System for Expression and Occlusion Invariance," Proc. Second IEEE Int'l Conf. Biometrics: Theory, Applications and Systems, 2008.
2. S. Berretti, A. Del Bimbo, and P. Pala, "3D Face Recognition Using Isogeodesic Stripes," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 32, no. 12, pp. 2162-2177, Dec. 2010.
3. K.W.K. Bowyer, K. Chang, and P. Flynn, "A Survey of Approaches and Challenges in 3D and Multi-Modal 3D + 2D Face Recognition," Computer Vision and Image Understanding, vol. 101, no. 1, pp. 1-15, 2006. (Pubitemid 41642085)
4. A.M.A. Bronstein, M.M.M. Bronstein, and R. Kimmel, "Three- Dimensional Face Recognition," Int'l J. Computer Vision, vol. 64, no. 1, pp. 5-30, 2005. (Pubitemid 40920856)
5. A.M.A. Bronstein, M.M.M. Bronstein, and R. Kimmel, "Expression- Invariant Representations of Faces," IEEE Trans. Image Processing, vol. 16, no. 1, pp. 188-197, Jan. 2007. (Pubitemid 46437481)
6. A. Colombo, C. Cusano, and R. Schettini, "Three-Dimensional Occlusion Detection and Restoration of Partially Occluded Faces," J. Math. Imaging and Vision, vol. 40, no. 1, pp. 105-119, 2011.
7. H. Drira, B. Ben Amor, M. Daoudi, and A. Srivastava, "Pose and Expression-Invariant 3D Face Recognition Using Elastic Radial Curves," Proc. British Machine Vision Conf., pp. 1-11, 2010.
8. H. Drira, B. Ben Amor, A. Srivastava, and M. Daoudi, "A Riemannian Analysis of 3D Nose Shapes for Partial Human Biometrics," Proc. IEEE Int'l Conf. Computer Vision, pp. 2050-2057, 2009.
9. T.C.T. Faltemier, K.W.K. Bowyer, and P.J.P. Flynn, "A Region Ensemble for 3D Face Recognition," IEEE Trans. Information Forensics and Security, vol. 3, no. 1, pp. 62-73, Mar. 2008.
10. G. Gordan, "Face Recognition Based on Depth and Curvature Features," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 108-110, 1992.
11. S. Gupta, J.K. Aggarwal, M.K. Markey, and A.C. Bovik, "3D Face Recognition Founded on the Structural Diversity of Human Faces," Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2007.
12. D. Huang, G. Zhang, M. Ardabilian, Wang, and L. Chen, "3D Face Recognition Using Distinctiveness Enhanced Facial Representations and Local Feature Hybrid Matching," Proc. Fourth IEEE Int'l Conf. Biometrics: Theory Applications and Systems, pp. 1-7, 2010.
13. I.A.I. Kakadiaris, G. Passalis, G. Toderici, M.N.M. Murtuza, Y. Lu, N. Karampatziakis, and T. Theoharis, "Three-Dimensional Face Recognition in the Presence of Facial Expressions: An Annotated Deformable Model Approach," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 4, pp. 640-649, Apr. 2007. (Pubitemid 46464404)
14. H. Karcher, "Riemannian Center of Mass and Mollifier Smoothing," Comm. Pure and Applied Math., vol. 30, pp. 509-541, 1977.
15. Y. Lee, H. Song, U. Yang, H. Shin, and K. Sohn, "Local Feature Based 3D Face Recognition," Proc. Audio-and Video-Based Biometric Person Authentication, pp. 909-918, 2005. (Pubitemid 41423110)
16. X. Li, T. Jia, and H. Zhang, "Expression-Insensitive 3D Face Recognition Using Sparse Representation," Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 2575-2582, 2009.
17. X. Lu and A. Jain, "Deformation Modeling for Robust 3D Face Matching," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 30, no. 8, pp. 1346-1357, Aug. 2008.
18. M.H.M. Mahoor and M. Abdel-Mottaleb, "Face Recognition Based on 3D Ridge Images Obtained from Range Data," Pattern Recognition, vol. 42, no. 3, pp. 445-451, 2009.
19. R. McKeon and T. Russ, "Employing Region Ensembles in a Statistical Learning Framework for Robust 3D Facial Recognition," Proc. Fourth IEEE Int'l Conf. Biometrics: Theory Applications and Systems, pp. 1-7, 2010.
20. A. Moorthy, A. Mittal, S. Jahanbin, K. Grauman, and A. Bovik, "3D Facial Similarity: Automatic Assessment versus Perceptual Judgments," Proc. Fourth IEEE Int'l Conf. Biometrics: Theory Applications and Systems, pp. 1-7, 2010.
21. A.B.A. Moreno and A. Sanchez, "GavabDB: A 3D Face Database," Proc. Workshop Biometrics on the Internet, pp. 77-85, 2004.
22. A.B. Moreno, A. Sanchez, J.F. Velez, and F.J. D?́laz, "Face Recognition Using 3D Local Geometrical Features: PCA versus SVM," Proc. Int'l Symp. Image and Signal Processing and Analysis, 2005.
23. M.H.M. Mousavi, K. Faez, and A. Asghari, "Three Dimensional Face Recognition Using SVM Classifier," Proc. Seventh IEEE/ACIS Int'l Conf. Computer and Information Science, pp. 208-213, 2008.
24. I. Mpiperis, S. Malassiotis, and M.G.M. Strintzis, "3D Face Recognition with the Geodesic Polar Representation," IEEE Trans. Information Forensics and Security, vol. 2, no. 3, pp. 537-547, Sept. 2007. (Pubitemid 47290587)
25. G. Passalis, P. Perakis, T. Theoharis, and I.A.I. Kakadiaris, "Using Facial Symmetry to Handle Pose Variations in Real-World 3D Face Recognition," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 33, no. 10, pp. 1938-1951, Oct. 2011.
26. C.C.C. Queirolo, L. Silva, O.R.O. Bellon, and M.P.M. Segundo, "3D Face Recognition Using Simulated Annealing and the Surface Interpenetration Measure," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 32, no. 2, pp. 206-219, Feb. 2010.
27. C. Samir, A. Srivastava, and M. Daoudi, "Three-Dimensional Face Recognition Using Shapes of Facial Curves," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 28, no. 11, pp. 1858-1863, Nov. 2006. (Pubitemid 46405430)
28. C. Samir, A. Srivastava, M. Daoudi, and E. Klassen, "An Intrinsic Framework for Analysis of Facial Surfaces," Int'l J. Computer Vision, vol. 82, no. 1, pp. 80-95, 2009.
29. L. Spreeuwers, "Fast and Accurate 3D Face Recognition Using Registration to an Intrinsic Coordinate System and Fusion of Multiple Region Classifiers," Int'l J. Computer Vision, vol. 93, no. 3, pp. 389-414, 2011.
30. A. Srivastava, E. Klassen, S.H.S. Joshi, and I.H.I. Jermyn, "Shape Analysis of Elastic Curves in Euclidean Spaces," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 33, no. 7, pp. 1415-1428, July 2011.
31. F. ter Haar and R.C.R. Velkamp, "Expression Modeling for Expression-Invariant Face Recognition," Computers and Graphics, vol. 34, no. 3, pp. 231-241, 2010.
32. Y. Wang, J. Liu, and X. Tang, "Robust 3D Face Recognition by Local Shape Difference Boosting," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 32, no. 10, pp. 1858-1870, Oct. 2010.
33. L. Younes, P.W.P. Michor, J. Shah, and D. Mumford, "A Metric on Shape Space with Explicit Geodesics," Rendiconti Lincei-Matematica e Applicazioni, vol. 9, pp. 25-57, 2008.