Normal maps vs. visible images: Comparing classifiers and combining modalities

Bowyer, 2006, A survey of approaches and challenges in 3D and multi-modal 3D+2D face recognition, Computer Vision and Image Understanding, 1, 10.1016/j.cviu.2005.05.005 Zhang, 1997, Face recognition: eigenface, Elastic matching, and Neural Nets, Proceedings of the IEEE, 85, 1423, 10.1109/5.628712 B. Achermann, H. Bunke, Classifying range images of human faces with Hausdorff distance, in: 15th International Conference on Pattern Recognition, September 2000, pp. 809–813. C. Hesher, A. Srivastava, G. Erlebacher, A novel technique for face recognition using range images, in: Seventh International Symposium on Signal Processing and Its Applications, 2003. X. Lu, D. Colbry, A.K. Jain, Three-dimensional model based face recognition, in: Seventh IEEE Workshop on Applications of Computer Vision, 2005, pp. 156–163. H. T. Tanaka, M. Ikeda, H. Chiaki, Curvature-based face surface recognition using spherical correlation principal directions for curved object recognition, in: Third International Conference on Automated Face and Gesture Recognition, 1998, pp. 372–377. G. Medioni, R. Waupotitsch, Face recognition and modeling in 3D, in: IEEE International Workshop on Analysis and Modeling of Faces and Gestures (AMFG 2003), October 2003, pp. 232–233. M. Bronstein, M.M. Bronstein, R. Kimmel, Expression-invariant 3D face recognition, in: J. Kittler, M.S. Nixon (Eds.), Audio and Video-Based Person Authentication (AVBPA 2003), LCNS 2688/2003, pp. 62–70. A.F. Abate, M. Nappi, S. Ricciardi, G. Sabatino, Fast face recognition based on normal map, in: Proceedings of ICIP 2005, IEEE International Conference on Image Processing, Genova, Italy, July 2005. Tsalakanidou, 2003, Use of depth and color eigenfaces for face recognition, Pattern Recognition Letters, 24, 1427, 10.1016/S0167-8655(02)00383-5 T. Papatheodorou, D. Rueckert, Evaluation of Automatic 4D Face Recognition Using Surface and Texture Registration, in: Proceedings of the Sixth IEEE International Conference on Automatic Face and Gesture Recognition, May 2004, Seoul, Korea, pp. 321–326. A. Gokberk, A. Salah, L. Akarun, Rank-based decision fusion for 3D shape-based face recognition, LNCS 3546: International Conference on Audio- and Video-based Biometric Person Authentication (AVBPA 2005), July 2005, pp. 1019–1028. Kirby, 1990, Application of the Karhunen–Loeve procedure for the characterization of human faces, IEEE Transactions on Pattern Analysis and Machine Intelligence, 12, 103, 10.1109/34.41390 Zhao, 2008, Incremental Linear Discriminant Analysis for face recognition, IEEE Transaction on Systems, Man and Cybernetics—Part B: Cybernetics, 38, 210, 10.1109/TSMCB.2007.908870 Chen., 2005, Kernel machine-based one-parameter regularized fisher discriminant method for face recognition, IEEE Transactions on Systems, Man and Cybernetics—Part B: Cybernetics, 35, 659, 10.1109/TSMCB.2005.844596 He, 2005, Face recognition using Laplacian faces, IEEE Transactions on Pattern Analysis and Machine Intelligence, 27, 328, 10.1109/TPAMI.2005.55 Cai, 2006, Orthogonal Laplacian faces for face recognition, IEEE Transactions on Image Processing, 15, 3608, 10.1109/TIP.2006.881945 X. He, D. Cai, S. Yan, H.-J. Zhang, Neighborhood preserving embedding, IEEE International Conference on Computer Vision, ICCV 2005, vol. 2, October 2005, pp. 1208–1213. Chen, 1992, Object modeling by registration of multiple range images, Image and Vision Computing, 10, 145, 10.1016/0262-8856(92)90066-C Besl, 1992, A method for registration of 3-D shapes, IEEE Transaction on Pattern Analysis and Machine Intelligence, 14, 239, 10.1109/34.121791 T. Jost, H. Hügli, Multi-resolution ICP with heuristic closest point search for fast and robust 3D registration of range images, in: Fourth International Conference on 3-D Digital Imaging and Modeling, October 06–10, 2003, pp. 427–433. P. Yan, K. Bowyer, A Fast Algorithm for ICP-Based 3D Shape Biometrics, in: Proceedings of the ACM Workshop on Multimodal User Authentication, December 2006, pp. 25–32. I. Craw, P. Cameron, Face Recognition by Computer, in: British Machine Vision Conference, 1996, pp. 489–507. Turk, 1991, Eigenfaces for recognition, Journal of Cognitive Neuroscience, 3, 71, 10.1162/jocn.1991.3.1.71 Lawrence, 1997, Face recognition: a convolutional neural-network approach, IEEE Transactions on Neural Networks, 98, 10.1109/72.554195 Sirovich, 1987, A low-dimensional procedure for the characterization of human faces, Journal of the Optical Society of America A, 4, 519, 10.1364/JOSAA.4.000519 Swets, 1996, Using discriminant eigenfeatures for image retrieval, IEEE Transactions on Pattern Analysis and Machine Intelligence, 18, 831, 10.1109/34.531802 Zheng, 2005, GA-fisher: a new LDA-based face recognition algorithm with selection of principal components, IEEE Transactions on Systems, Man and Cybernetics—Part B: Cybernetics, 35, 1065, 10.1109/TSMCB.2005.850175 Raudys, 1991, Small sample size effects in statistical pattern recognition: recommendations for practitioners, IEEE Transactions on Pattern Analysis and Machine Intelligence, 13, 252, 10.1109/34.75512 Belhumeur, 1997, Eigenfaces vs. fisherfaces: recognition using class specific linear projection, IEEE Transactions on Pattern Analysis and Machine Intelligence, 19, 711, 10.1109/34.598228 Chen, 2006, A new LDA-based face recognition system which can solve the small sample size problem, Pattern Recognition, 33, 1713, 10.1016/S0031-3203(99)00139-9 Yu, 2001, A direct LDA algorithm for high-dimensional data with application to face recognition, Pattern Recognition, 34, 2067, 10.1016/S0031-3203(00)00162-X Distasi, 2003, FIRE: fractal indexing with robust extensions for image databases, IEEE Transactions on Image Processing, 12, 373, 10.1109/TIP.2003.811041 Kouzani, 1997, Fractal face representation and recognition, IEEE International Conference on Systems, Man, and Cybernetics, 2, 1609 H.E. Komleh, V. Chandran, S. Sridharan, Face Recognition Using Fractal, in: Proceedings of IEEE International Conference on Image Processing (ICIP 2001), vol. 3(1), 7–10 October 2001, pp. 58–61. Fisher, 1994 T. Tan, H. Yan, Face recognition by fractal transformations, in: Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP ‘99, March 1999, pp. 3537–3540. Tan, 2005, Face recognition using the weighted fractal neighbor distance, IEEE Transaction on Systems, Man and Cybernetics—Part C: Application and Reviews, 35, 576, 10.1109/TSMCC.2004.840033 Riccio, 2006, A range/domain approximation error-based approach for fractal image compression, IEEE Transactions on Image Processing, 15, 89, 10.1109/TIP.2005.860334 A.F. Abate, M. Nappi, D. Riccio, M. Tucci, Occluded Face Recognition by means of the IFS, in: Proceedings of the International Conference on Image Analysis and Recognition (ICIAR 2005), vol. 2, September 2005, pp. 938–941. A.K. Jain, M.N. Murty, P.J. Flynn, Data Clustering: A Review, in: ACM Computing Surveys, vol. 31, September 1999, pp. 265–322. P.J. Phillips, P.J. Flynn, T. Scruggs, K.W. Bowyer, J. Chang, K. Hoffman, J. Marques, J. Min, W. Worek, Overview of the face recognition grand challenge, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2005.