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Gabriel Hernandez Sierra (gsierra)

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Gabriel Hernandez Sierra (gsierra)
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Biography

Dr. Gabriel Hernández-Sierra received a BSc in Computer Science from the Havana University (www.uh.cu) in 2005. He completed his PhD Degree in Automatic and Computing at Polytechnic University of Havana (CUJAE), Cuba and Avignon University, France in December 2014. Since 2005, he has been working with the Biometric Research Group of the Advanced Technologies Application Center (CENATAV), in Cuba. His research interests include Artificial Intelligence, Image and Video Processing, Machine Learning, Signal Processing, Natural Language Processing, Speaker Recognition and Speaker Diarization. He has advised master and grade thesis and currently, he is an advisor of one PhD student. He has published more than 20 articles about the development of new methods for automatic speaker recognition and has presented more than 10 oral and poster presentations in conferences and scientific meetings. He has reviewed papers for prestigious conferences and journals. Currently, he is a member of the Cuban Association of Pattern Recognition (ACRP), Cuban Society of Mathematics and Computer Science (SCMC) and the International Association of Pattern Recognition (IAPR).

Research Topics of Interest

His research interests include but not restricted to:

  • Speaker Recognition

  • Speech Signal Processing

  • Speaker Diarization

  • Machine Learning

  • Image and Video Processing

Affiliation

  • Cuban Association of Pattern Recognition (ACRP),
  • Cuban Society of Mathematics and Computer Science (SCMC)
  • International Association of Pattern Recognition (IAPR).

Academic Background

  • PhD in Automatic and Computing at Polytechnic University of Havana (CUJAE), Cuba and Avignon University, France in December 2014.
  • B.S. in Computer Science from the Havana University (www.uh.cu) in 2005.

Academic Experience

Advising:

MSc. Students

 

  • Ing. Argel González Padilla: “Nueva representaci ́on del habla para el reconocimiento del locutor”. Polytechnic University of Havana (ISPJAE), Master’s thesis, July 2009 - July 2010, 2010.

BSc. Students

  • Rafael Martínez Estévez: “Segmentación automática de señales vocales”. Course 2006-2007, Information Science University, Havana, Cuba, 2007.
    Flavio Jorge Reyes Díaz: “Trayectoria del modelo del habla para el reconocimiento automático del locutor independiente del texto”. Course 2008-2009, Computer Science from the Havana University, Cuba, 2009.
    Leandro Barak Carrasquel: “Compensación de la variabilidad de sesión para los vectores acumulativos”. Course 2012-2013, Computer Science from the Havana University, Cuba, 2013.
    Manuel Aguado Martínez: “Aplicación de Máquinas de Vectores Soporte a los Vectores Acumulativos en el Reconocimiento del Locutor”. Course 2012-2013, Computer Science from the Havana University, Cuba, 2013.

Publications

2014:

  • Reyes Díaz, Flavio J.; Hernández-Sierra, Gabriel; Calvo de Lara, José: A Gaussian Selection Method for Speaker Verification with Short Utterances. In: Computación y Sistemas, vol. 18, núm. 2, 2014 , pp. 345-358 Instituto Politécnico Nacional Distrito Federal, México.
  • Hernández-Sierra, G., Calvo, J.R., Bonastre, J., Bousquet, P.: Session compensation using binary speech representation for speaker recognition. Pattern Recognition Letters 49 (2014) 17–23.
  • Hernández-Sierra, G., Calvo, J.R., Bonastre, J.F.: Temporal information in a binary framework for speaker recognition. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications - 19th Iberoamerican Congress, CIARP 2014, Puerto Vallarta, Mexico, November 2-5, 2014. Proceedings. (2014) 207–213.

2013:

  • Martínez, M.A., Hernández-Sierra, G., de Lara, J.R.C.: Speaker verification using accumulative vectors with support vector machines,. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications - 18th Iberoamerican Congress, CIARP 2013, Havana, Cuba, November 20-23, 2013, Proceedings, Part II. (2013) 350–357.
  • Montalvo, A., de Lara, J.R.C., Hernández-Sierra, Gabriel: Gaussian segmentation and tokenization for low cost language identification. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications - 18th Iberoamerican Congress, CIARP 2013, Havana, Cuba, November 20-23, 2013, Proceedings, Part I. (2013) 551–558.

2012:

  • Díaz, F.J.R., de Lara, J.R.C., Hernández-Sierra, G.: Gaussian selection for speaker recognition using cumulative vectors. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications - 17th Iberoamerican Congress, CIARP 2012, Buenos Aires, Argentina, September 3-6, 2012. Proceedings. (2012) 724–731.
  • Hernández-Sierra, G., Bonastre, J.F., Calvo, J.R.: Speaker recognition using a binary representation and specificities models,. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications - 17th Iberoamerican Congress, CIARP 2012, Buenos Aires, Argentina, September 3-6, 2012. Proceedings. (2012) 732–739.

2011:

  • Bonastre, J.F., Anguera, X., Hernández-Sierra, G., Bousquet, P.M.: Speaker modeling using local binary decisions,. In: INTERSPEECH 2011, 12th Annual Conference of the International Speech Communication Association, Florence, Italy, August 27-31, 2011. (2011) 13–16.
  • Flavio Reyes, Jose R. Calvo, Gabriel Hernández-Sierra: A simple and effective Gaussian component selection for speaker recognition using cumulative vectors. Proceedings of RECPAT 2011.
  • Gabriel Hernández-Sierra, Jean-F. Bonastre, Jose R. Calvo: New and simple vectorial approach for speaker recognition. Proceedings of RECPAT 2011.

2010:

  • Hernández-Sierra, G., Bonastre, J., Matrouf, D., Calvo, J.R.: Topological representation of speech for speaker recognition,. In: INTERSPEECH 2010, 11th Annual Conference of the International Speech Communication Association, Makuhari, Chiba, Japan, September 26-30, 2010. (2010) 2134–2137 .


2009:

  • Calvo, J.R., Hernández-Sierra, G., Fernández, R., Rodés, I.: Biometric Authentication by the voice the Info-communications networks, in IX Ibero-American Seminar on Security in the Information Technology, INFORMATICS, Cuba.
  • Calvo, J.R., Fernández, R., Hernández-Sierra, G.: Selection of the best set of shifted delta cepstral features in speaker verification using mutual information. In: INTERSPEECH 2009, 10th Annual Conference of the International Speech Communication Association, Brighton, United Kingdom, September 6-10, 2009. (2009) 2339–2342.
  • Hernández-Sierra, G., Calvo, J.R., Reyes, F.J., Fernández, R.: Simple noise robust feature vector selection method for speaker recognition,. In: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 14th Iberoamerican Conference on Pattern Recognition, CIARP 2009, Guadalajara, Jalisco, Mexico, November 15-18, 2009. Proceedings. (2009) 313–320.


2008:

  • Calvo, J.R., Ribas, D., Fernández, R., Hernández-Sierra, G.: Evaluation of lineal relation between shifted delta cepstral features and prosodic features in speaker verification. In: Progress in Pattern Recognition, Image Analysis and Applications, 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Havana, Cuba, September 9-12, 2008. Proceedings. (2008) 112–119.
  • Fernández, R., Montalvo, A., Calvo, J.R., Hernández-Sierra, G.: Selection of the best wavelet packet nodes based on mutual information for speaker identification. In: Progress in Pattern Recognition, Image Analysis and Applications, 13th Iberoamerican Congress on Pattern Recognition, CIARP 2008, Havana, Cuba, September 9-12, 2008. Proceedings. (2008) 78–85.
  • Hernández-Sierra, G., Calvo, J.R., Fernández, R., Rodés, I., Martínez, R.: Noise robust voice detector for speaker recognition. In: 19th International Conference on Pattern Recognition (ICPR 2008), December 8-11, 2008, Tampa, Florida, USA. (2008) 1–4.

2007:

  • Hernández-Sierra, G.:Determination of the elements of internal orientation and distortions aim of the not metric cameras, CD Memorias Geomática 2007 ISBN: 978-959-286-002-5.
  • Calvo, J.R., Fernández, R., Hernández-Sierra, G.: Application of shifted delta cepstral features in speaker verification. In: INTERSPEECH 2007, 8th Annual Conference of the International Speech Communication Association, Antwerp, Belgium, August 27-31, 2007. (2007) 734–737.
  • Calvo, J.R., Fernández, R., Hernández-Sierra, G.: Channel / handset mismatch evaluation in a biometric speaker verification using shifted delta cepstral features. In: Progress in Pattern Recognition, Image Analysis and Applications, 12th Iberoamericann Congress on Pattern Recognition, CIARP 2007, Valparaiso, Chile, November 13-16, 2007, Proceedings. (2007) 96–105.

2006:

  • Hernández-Sierra, G.:Software for dispose the parameter of calibration of the not metric camera, CD Memorias UCIENCIA 2006, ISBN 959-16-0463-7.

2005:

  • Hernández-Sierra, Reyes, E.B.G., Ham, G.: Active contour and morphological filters for geometrical normalization of human face. In: Progress in Pattern Recognition, Image Analysis and Applications, 10th Iberoamerican Congress on Pattern Recognition, CIARP 2005, Havana, Cuba, November 15-18, 2005, Proceedings. (2005) 720–728.

 




Position

Researcher
Pattern Recognition Department
Data Mining Department
Biometric Department