| F. Cardinaux, C. Sanderson, S. Marcel, Comparison of MLP and GMM classifiers for face verification on XM2VTS, in: Proceedings of the Fourth International Conference on Audio- and VideoBased Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911--920. |
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F. Cardinaux, C. Sanderson, and S. Marcel, "Comparison of MLP and GMM classifiers for face verification on XM2VTS," in Proc. Audioand Video-Based Biometric Person Authentication (AVBPA), Guildford, U.K., 2003, pp. 911--920.
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Fabien Cardinaux, Conrad Sanderson, and Sebastien Marcel. Comparison of mlp and gmm classifiers for face verification on xm2vts. In To appear in the Proceedings of the Audio Visual Biometric Person Authentification, Guildford, Surrey, June 2003. 968
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F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", IDIAP-RR ## 03-10, 2003.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", In: Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", In: Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication, Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication, Guilford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication, Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication, Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
No context found.
F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guilford, 2003, pp. 911-920.
No context found.
Fabien Cardinaux, Conrad Sanderson, and Sebastien Marcel. Comparison of mlp and gmm classifiers for face verification on xm2vts. In To appear in the Proceedings of the Audio Visual Biometric Person Authentification, Guildford, Surrey, June 2003. 968
No context found.
F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guilford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. Audio- and Video-Based Biometric Person Authentication, Guilford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", IDIAP-RR ## 03-10, 2003.
....robustness to imperfectly located faces. Experiments on the XM2VTS database show that (when using DCT mod2 features [29] the GMM approach easily outperforms the MLP approach for high resolution faces and is significantly more robust to imperfectly located faces (see Table 4) Further experiments [8] have shown that the computational requirements of the GMM approach can be significantly smaller than the MLP approach at a cost of small loss of performance. Model type (face size) FA FR HTER MLP (8064) 11.55 11.25 11.40 GMM (4032) 5.47 6.25 5.86 MLP (4032) 7.98 9.75 8.86 Table 4: ....
F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", IDIAP-RR ## 03-10, 2003.
....which build from the 2D DCT. The performance of the traditional and proposed feature extraction techniques is compared in Section 4, using artificial and real life illumination direction changes. This report is an extended version of [54] The reader may also be interested in related works: [7, 8, 56, 57]. 2 Summary of Past Face Recognition Approaches This section presents a concise review of previous approaches to automatic face recognition. It goes into detail with the most important and or popular approaches; the reader is also directed to recent survey articles [10, 23, 70] Generally ....
F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
....build from the 2D DCT. The performance of the traditional and proposed feature extraction techniques is compared in Section 4, using artificial and real life illumination direction changes. This report is an extended and revised version of [53] The reader may also be interested in related works: [7, 56]. 2 Summary of Past Face Recognition Approaches This section presents a concise review of previous approaches to automatic face recognition. It goes into detail with the most important and or popular approaches; the reader is also directed to recent survey articles [9, 22, 68] Generally ....
F. Cardinaux, C. Sanderson and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", IDIAP-RR 03-10, Martigny, Switzerland, 2003.
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F. Cardinaux, C. Sanderson, S. Marcel, Comparison of MLP and GMM classifiers for face verification on XM2VTS, in: Proceedings of the Fourth International Conference on Audio- and VideoBased Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911--920.
No context found.
F. Cardinaux, C. Sanderson, S. Marcel. Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS. In: Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
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F. Cardinaux et al., "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication, Guildford, 2003.
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Cardinaux, F., Sanderson, C., Marcel, S., Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS. Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
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F. Cardinaux et al., "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS", Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication, Guildford, 2003.
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Cardinaux, F., Sanderson, C., Marcel, S., Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS. Proc. 4th Int. Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA), Guildford, 2003, pp. 911-920.
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F. Cardinaux, C. Sanderson, and S. Marcel, "Comparison of MLP and GMM Classifiers for Face Verification on XM2VTS," in 4th Int'l Conf. Audio- and Video-Based Biometric Person Authentication (AVBPA'03), Guildford, 2003, pp. 911--920.
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