A framework for a GMM-UBM based speaker verification and the need of a large arabic database. - Messaoud Bengherabi; Farid Harizi; Mohamed Cheriet; Abdelrazek Guessoum (ISSPA, 2007)

Application of 2DPCA Based Techniques in DCT Domain for Face Recognition. - Messaoud Bengherabi; Lamia Mezai; Farid Harizi; Abderrazak Guessoum; Mohamed Cheriet (CISIS, 2008)

Robust Authentication using Likelihood Ratio based Score Fusion of Voice and Face. - Messaoud Bengherabi; Lamia Mezai; Farid Harizi; Abderrazak Guessoum; Mohamed Cheriet (SIGMAP, 2009)

2DPCA-based techniques in DCT domain for face recognition. - Messaoud Bengherabi; Lamia Mezai; Farid Harizi; Abderrazak Guessoum; Mohamed Cheriet (Int. J. Intell. Syst. Technol. Appl., 2009)

Improving Biometric Verification Systems by Fusing Z-norm and F-norm. - Messaoud Bengherabi; Farid Harizi; Norman Poh; Elhocine Boutellaa; Abderrazak Guessoum; Mohamed Cheriet (CCBR, 2012)

Incorporating user specific normalization in multimodal biometric fusion system. - Messaoud Bengherabi; Farid Harizi; Abderrezak Guessoum; Mohamed Cheriet (ISSPA, 2012)

Face verification using local binary patterns generic histogram adaptation and Chi-square based decision. - Elhocine Boutellaa; Messaoud Bengherabi; Zinelabidine Boulkenafet; Farid Harizi; Abdenour Hadid (EUVIP, 2013)

The 2013 speaker recognition evaluation in mobile environment. - Elie Khoury 001; Bostjan Vesnicer; Javier Franco-Pedroso; Ricardo P. V. Violato; Z. Boulkcnafet; L. M. Mazaira Fernandez; Mireia Díez; J. Kosmala; Houssemeddine Khemiri; T. Cipr; Rahim Saeidi; Manuel Günther; et al. (ICB, 2013)

Effect of the Front-End Processing on Speaker Verification Performance Using PCA and Scores Level Fusion. - Nassim Asbai; Messaoud Bengherabi; Farid Harizi; Abderrahmane Amrouche (ICETE (Selected Papers), 2013)

Forensic evidence reporting using GMM-UBM, JFA and I-vector methods: Application to Algerian Arabic dialect. - Zinelabidine Boulkenafet; Messaoud Bengherabi; Farid Harizi; Omar Nouali; Mohamed Cheriet (ISPA, 2013)

Face Verification Using Local Binary Patterns and Maximum A Posteriori Vector Quantization Model. - Elhocine Boutellaa; Farid Harizi; Messaoud Bengherabi; Samy Ait-Aoudia; Abdenour Hadid (ISVC (1), 2013)

Improving the Performance of Speaker Verification Systems under Noisy Conditions using Low Level Features and Score Level Fusion. - Nassim Asbai; Messaoud Bengherabi; Farid Harizi; Abderrahmane Amrouche (SIGMAP, 2013)

Improving Speaker Verification Robustness by Front-End Diversity and Score Level Fusion. - Nassim Asbai; Messaoud Bengherabi; Abderrahmane Amrouche; Farid Harizi (SITIS, 2013)

Concatenation of dictionaries for recovery of ECG signals using compressed sensing techniques. - Oussama Kerdjidj; Khalida Ghanem; Abbes Amira; Farid Harizi; Fatima Chouireb (ICM, 2014)

Robust Speaker Verification Using a New Front End Based on Multitaper and Gammatone Filters. - Meriem Fedila; Farid Harizi; Messaoud Bengherabi; Abderrahmane Amrouche (SITIS, 2014)

Face verification using local binary patterns and generic model adaptation. - Elhocine Boutellaa; Farid Harizi; Messaoud Bengherabi; Samy Ait-Aoudia; Abdenour Hadid (Int. J. Biom., 2015)

Partial aggregation of users for biometric scores normalization. - Farid Harizi; Abderrezak Guessoum; Khalida Ghanem (Digit. Signal Process., 2017)