Leveraging appearance and geometry for kinship verification

2014 IEEE International Conference on Image Processing, ICIP 2014

Volumn , Issue , 2014, Pages 5017-5021

  Wang, Xiaolong ^a   Kambhamettu, Chandra ^a  

^a University of Delaware   (United States)

Author keywords

fusion; Kinship verification; machine learning

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; FUSION REACTIONS; GEOMETRY; IMAGE MATCHING; IMAGE PROCESSING; INFORMATION USE; LEARNING SYSTEMS;

FACIAL GEOMETRY; FACIAL IMAGES; FEATURE MATCHING; GEOMETRY FEATURES; GEOMETRY INFORMATION; STATE OF THE ART; VERIFICATION ALGORITHMS;

PROBLEM SOLVING;

EID: 84949927283     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2014.7026016     Document Type: Conference Paper

References (31)

1. T. Ahonen, A. Hadid, and M. Pietikäinen. Face recognition with local binary patterns. In ECCV, pages 469-481. 2004.
2. A. Alvergne, R. Oda, C. Faurie, A. Matsumoto-Oda, V. Durand, and M. Raymond. Cross-cultural perceptions of facial resemblance between kin. Journal of Vision, 9(6), 2009.
3. T. Baltrusaitis, P. Robinson, and L.-P. Morency. Robust discriminative response map fitting with constrained local models. In CVPR, 2013.
4. H. Bredin, N. Dehak, and G. Chollet. Gmm-based svm for face recognition. In ICPR 2006., volume 3, pages 1111-1114, 2006.
5. X. Cao, Y. Wei, F. Wen, and J. Sun. Face alignment by explicit shape regression. In CVPR, pages 2887-2894, 2012.
6. C.-C. Chang and C.-J. Lin. Libsvm: A library for support vector machines. ACM Transactions on Intelligent Systems and Technology (TIST), 2(3):27, 2011.
7. M. F. Dal Martello and L. T. Maloney. Lateralization of kin recognition signals in the human face. Journal of vision, 10(8), 2010.
8. N. Dalal and B. Triggs. Histograms of oriented gradients for human detection. In CVPR, volume 1, pages 886-893, 2005.
9. L. M. DeBruine, F. G. Smith, B. C. Jones, S. Craig Roberts, M. Petrie, and T. D. Spector. Kin recognition signals in adult faces. Vision research, 49(1):38-43, 2009.
10. H. Dibeklioglu, A. A. Salah, and T. Gevers. Like father, like son: Facial expression dynamics for kinship verification. In ICCV, 2013.
11. A. Edelman, T. A. Arias, and S. T. Smith. The geometry of algorithms with orthogonality constraints. SIAM journal on Matrix Analysis and Applications, 20(2):303-353, 1998.
12. R. Fang, A. C. Gallagher, T. Chen, and A. Loui. Kinship classification by modeling facial feature heredity. In ICIP, 2013.
13. R. Fang, K. D. Tang, N. Snavely, and T. Chen. Towards computational models of kinship verification. In ICIP, pages 1577-1580, 2010.
14. K. A. Gallivan, A. Srivastava, X. Liu, and P. Van Dooren. Efficient algorithms for inferences on grassmann manifolds. In IEEE Workshop on Statistical Signal Processing, pages 315-318, 2003.
15. J.-L. Gauvain and C.-H. Lee. Maximum a posteriori estimation for multivariate gaussian mixture observations of markov chains. IEEE transactions on Speech and audio processing, 2(2):291-298, 1994.
16. G. Guo and X. Wang. Kinship measurement on salient facial features. IEEE Transactions on Instrumentation and Measurement, 61(8):2322-2325, 2012.
17. J. Hamm and D. D. Lee. Grassmann discriminant analysis: A unifying view on subspace-based learning. In Proceedings of the 25th international conference on Machine learning, pages 376-383, 2008.
18. N. Kohli, R. Singh, and M. Vatsa. Self-similarity representation of weber faces for kinship classification. In BTAS, pages 245-250, 2012.
19. X. Liu, A. Srivastava, and K. Gallivan. Optimal linear representations of images for object recognition. In CVPR, volume 1, pages I-229, 2003.
20. D. G. Lowe. Distinctive image features from scale-invariant keypoints. International journal of computer vision, 60(2):91-110, 2004.
21. J. Lu, J. Hu, X. Zhou, Y. Shang, Y.-P. Tan, and G. Wang. Neighborhood repulsed metric learning for kinship verification. In CVPR, pages 2594-2601, 2012.
22. K. Nandakumar, Y. Chen, S. C. Dass, and A. K. Jain. Likelihood ratio-based biometric score fusion. PAMI, 30(2):342-347, 2008.
23. D. A. Reynolds, T. F. Quatieri, and R. B. Dunn. Speaker verification using adapted gaussian mixture models. Digital signal processing, 10(1):19-41, 2000.
24. M. Shao, S. Xia, and Y. Fu. Genealogical face recognition based on ub kinface database. In IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pages 60-65, 2011.
25. G. Somanath and C. Kambhamettu. Can faces verify bloodrelations? In BTAS, pages 105-112, 2012.
26. A. Srivastava and E. Klassen. Bayesian and geometric subspace tracking. Advances in Applied Probability, 36(1):43-56, 2004.
27. P. Turaga, A. Veeraraghavan, A. Srivastava, and R. Chellappa. Statistical computations on grassmann and stiefel manifolds for image and video-based recognition. PAMI, 33(11):2273-2286, 2011.
28. T. Wu, P. Turaga, and R. Chellappa. Age estimation and face verification across aging using landmarks. IEEE Transactions on Information Forensics and Security, 2012.
29. S. Xia, M. Shao, and Y. Fu. Kinship verification through transfer learning. In Proceedings of the Twenty-Second international joint conference on Artificial Intelligence-Volume Volume Three, pages 2539-2544, 2011.
30. S. Xia, M. Shao, J. Luo, and Y. Fu. Understanding kin relationships in a photo. IEEE Transactions on Multimedia, 14(4):1046-1056, 2012.
31. X. Zhou, N. Cui, Z. Li, F. Liang, and T. S. Huang. Hierarchical gaussianization for image classification. In ICCV, pages 1971-1977, 2009.