EXPLORING mEMD FOR FACE RECOGNITION

Esteve Gallego-Jutglà, Jordi Solé-Casals

2012

Abstract

Face recognition is a common technique used for security environment. In this work we explore the multivariate empirical mode decomposition as technique for face recognition tasks. An image classification method based on this decomposition is presented and tested. Images are decomposed and then classified based on the distance between the image and the representative image of each class. Three different possibilities are presented for compute the distance measures. Preliminary results (82,50 % of classification rate) are satisfactory and will justify a deep investigation on how to apply mEMD for face recognition.

References

  1. Travieso, C. M., Solé-Casals, J., Zaiats, V., Alonso, J. B., Ferrer, M. A., “Reducción del Vector de Características en Reconocimiento Facial”, XXIII Simposium Nacional de la Unión Científica Internacional de Radio URSI 2008.
  2. Travieso, C. M., Solé-Casals, J., Zaiats, V., Alonso, J. B., Ferrer, M. A., “Reducción del Vector de Características en Reconocimiento Facial”, XXIII Simposium Nacional de la Unión Científica Internacional de Radio URSI 2008.
  3. Diez, P. F., Mut, V., Laciar, E., Torres, A., Avilla, E. (2009). Application of the Empirical Mode Decomposition to the Extraction of Features form EEG signals for Mental Task Classification. 31st Annual International Conference of the IEEE EMBS.
  4. Diez, P. F., Mut, V., Laciar, E., Torres, A., Avilla, E. (2009). Application of the Empirical Mode Decomposition to the Extraction of Features form EEG signals for Mental Task Classification. 31st Annual International Conference of the IEEE EMBS.
  5. Huang, N. E., Shen, Z., Long, S. R., Wu, M. C., Shih, H. H:, Zheng, Q., Yen, N. C., Tung, C. C., Liu, H. H. (1998). The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis. Proc. R. Soc. Lond., 495, 2317-2345.
  6. Huang, N. E., Shen, Z., Long, S. R., Wu, M. C., Shih, H. H:, Zheng, Q., Yen, N. C., Tung, C. C., Liu, H. H. (1998). The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis. Proc. R. Soc. Lond., 495, 2317-2345.
  7. Iancu, C., Corcoran, P., Costache, G. (2007). A Review of Face Recognition Techniques for In-Camera Applications. International Symposium on Signals, Circuits and Systems, 1, 1-4.
  8. Iancu, C., Corcoran, P., Costache, G. (2007). A Review of Face Recognition Techniques for In-Camera Applications. International Symposium on Signals, Circuits and Systems, 1, 1-4.
  9. Molla, K. I., Tanaka, T., Rutkowski, T. M., Cichocki, A., (2010). Separation of EOG artifacts from EEG singals using bivariate EMD. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE Interational Conference On. 562-565.
  10. Molla, K. I., Tanaka, T., Rutkowski, T. M., Cichocki, A., (2010). Separation of EOG artifacts from EEG singals using bivariate EMD. Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE Interational Conference On. 562-565.
  11. Mutlu, A. Y., Aviyente, S. (2011). Mutivariate Empirical Mode Decomposition for Quantifying Multivariate Phase Synchronization. EURASIP Jounal on Advances in Signal Processing. Article ID 615717
  12. Mutlu, A. Y., Aviyente, S. (2011). Mutivariate Empirical Mode Decomposition for Quantifying Multivariate Phase Synchronization. EURASIP Jounal on Advances in Signal Processing. Article ID 615717
  13. Rehman, N., Mandic, D. P., (2010). Multivariate empirical mode decomposition. Proc. R. Soc. A. 466, 1291- 1302.
  14. Rehman, N., Mandic, D. P., (2010). Multivariate empirical mode decomposition. Proc. R. Soc. A. 466, 1291- 1302.
  15. Woodward, J. D., Orlans, N. M., Higgins P. T. (2003). Biometrics. McGraw-Hill.
  16. Woodward, J. D., Orlans, N. M., Higgins P. T. (2003). Biometrics. McGraw-Hill.
  17. Xiao Q. (2007). Technology review - BiometricsTechnology, Application, Challenge, and Computational Intelligence Solutions. IEEE Computational Intelligence Magazine, 2, 5-25.
  18. Xiao Q. (2007). Technology review - BiometricsTechnology, Application, Challenge, and Computational Intelligence Solutions. IEEE Computational Intelligence Magazine, 2, 5-25.
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Paper Citation


in Harvard Style

Gallego-Jutglà E. and Solé-Casals J. (2012). EXPLORING mEMD FOR FACE RECOGNITION . In Proceedings of the International Conference on Bio-inspired Systems and Signal Processing - Volume 1: MPBS, (BIOSTEC 2012) ISBN 978-989-8425-89-8, pages 498-503. DOI: 10.5220/0003894004980503


in Harvard Style

Gallego-Jutglà E. and Solé-Casals J. (2012). EXPLORING mEMD FOR FACE RECOGNITION . In Proceedings of the International Conference on Bio-inspired Systems and Signal Processing - Volume 1: MPBS, (BIOSTEC 2012) ISBN 978-989-8425-89-8, pages 498-503. DOI: 10.5220/0003894004980503


in Bibtex Style

@conference{mpbs12,
author={Esteve Gallego-Jutglà and Jordi Solé-Casals},
title={EXPLORING mEMD FOR FACE RECOGNITION},
booktitle={Proceedings of the International Conference on Bio-inspired Systems and Signal Processing - Volume 1: MPBS, (BIOSTEC 2012)},
year={2012},
pages={498-503},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003894004980503},
isbn={978-989-8425-89-8},
}


in Bibtex Style

@conference{mpbs12,
author={Esteve Gallego-Jutglà and Jordi Solé-Casals},
title={EXPLORING mEMD FOR FACE RECOGNITION},
booktitle={Proceedings of the International Conference on Bio-inspired Systems and Signal Processing - Volume 1: MPBS, (BIOSTEC 2012)},
year={2012},
pages={498-503},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003894004980503},
isbn={978-989-8425-89-8},
}


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Bio-inspired Systems and Signal Processing - Volume 1: MPBS, (BIOSTEC 2012)
TI - EXPLORING mEMD FOR FACE RECOGNITION
SN - 978-989-8425-89-8
AU - Gallego-Jutglà E.
AU - Solé-Casals J.
PY - 2012
SP - 498
EP - 503
DO - 10.5220/0003894004980503


in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Bio-inspired Systems and Signal Processing - Volume 1: MPBS, (BIOSTEC 2012)
TI - EXPLORING mEMD FOR FACE RECOGNITION
SN - 978-989-8425-89-8
AU - Gallego-Jutglà E.
AU - Solé-Casals J.
PY - 2012
SP - 498
EP - 503
DO - 10.5220/0003894004980503