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)

Score fusion of face and voice using Dempster-Shafer theory for person authentication. - Lamia Mezai; Fella Hachouf; Messaoud Bengherabi (ISDA, 2011)

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)

Using the conformal embedding analysis to compensate the channel effect in the i-vector based speaker verification system. - Zinelabidine Boulkenafet; Messaoud Bengherabi; Omar Nouali; Mohamed Cheriet (BIOSIG, 2013)

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 face recognition evaluation in mobile environment. - Manuel Günther; Artur Costa-Pazo; Changxing Ding; Elhocine Boutellaa; Giovani Chiachia; Honglei Zhang; Marcus A. Angeloni; Vitomir Struc; Elie Khoury 001; Esteban Vázquez-Fernández; Dacheng Tao; Messaoud Bengherabi; et al. (ICB, 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)

How Much Information Kinect Facial Depth Data Can Reveal About Identity, Gender and Ethnicity? - Elhocine Boutellaa; Messaoud Bengherabi; Samy Ait-Aoudia; Abdenour Hadid (ECCV Workshops (2), 2014)

Multi scale multi descriptor local binary features and exponential discriminant analysis for robust face authentication. - Abdelmalik Ouamane; Messaoud Bengherabi; Abderrezak Guessoum; Abdenour Hadid; Mohamed Cheriet (ICIP, 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)

Side-Information based Exponential Discriminant Analysis for face verification in the wild. - Abdelmalik Ouamane; Messaoud Bengherabi; Abdenour Hadid; Mohamed Cheriet (FG, 2015)

Consolidating Product Spectrum and Gammatone filterbank for robust speaker verification under noisy conditions. - Meriem Fedila; Messaoud Bengherabi; Abderrahmane Amrouche (ISDA, 2015)

Face Verification Based on Gabor Region Covariance Matrices. - Zinelabidine Boulkenafet; Elhocine Boutellaa; Messaoud Bengherabi; Abdenour Hadid (SCIA, 2015)

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)

Improving the self-adaptive voice activity detector for speaker verification using map adaptation and asymmetric tapers. - Nassim Asbai; Messaoud Bengherabi; Abderrahmane Amrouche; Youcef Aklouf (Int. J. Speech Technol., 2015)

On the use of Kinect depth data for identity, gender and ethnicity classification from facial images. - Elhocine Boutellaa; Abdenour Hadid; Messaoud Bengherabi; Samy Ait-Aoudia (Pattern Recognit. Lett., 2015)

Gender and texture classification: A comparative analysis using 13 variants of local binary patterns. - Abdenour Hadid; Juha Ylioinas; Messaoud Bengherabi; Mohammad Ghahramani; Abdelmalik Taleb-Ahmed (Pattern Recognit. Lett., 2015)

A novel statistical and multiscale local binary feature for 2D and 3D face verification. - Abdelmalik Ouamane; Elhocine Boutellaa; Messaoud Bengherabi; Abdelmalik Taleb-Ahmed; Abdenour Hadid (Comput. Electr. Eng., 2017)

Towards nonuniform illumination face enhancement via adaptive contrast stretching. - Aouache Mustapha; Adel Oulefki; Messaoud Bengherabi; Elhocine Boutellaa; Mustafa Almahdi Algaet (Multim. Tools Appl., 2017)

Gammatone filterbank and symbiotic combination of amplitude and phase-based spectra for robust speaker verification under noisy conditions and compression artifacts. - Meriem Fedila; Messaoud Bengherabi; Abderrahmane Amrouche (Multim. Tools Appl., 2018)

Fuzzy reasoning model to improve face illumination invariance. - Adel Oulefki; Aouache Mustapha; Elhocine Boutellaa; Messaoud Bengherabi; Ahmed Amine Tifarine (Signal Image Video Process., 2018)

Low-Light Face Image Enhancement Based on Dynamic Face Part Selection. - Adel Oulefki; Aouache Mustapha; Messaoud Bengherabi (IbPRIA (2), 2019)

OCFR 2022: Competition on Occluded Face Recognition from Synthetically Generated Structure-Aware Occlusions. - Pedro C. Neto; Fadi Boutros; João Ribeiro Pinto; Naser Damer; Ana Filipa Sequeira; Jaime S. Cardoso 001; Messaoud Bengherabi; Abderaouf Bousnat; Sana Boucheta; Nesrine Hebbadj; Mustafa Ekrem Erakin; Ugur Demir; et al. (IJCB, 2022)

Boosting Cross-Quality Face Verification Using Blind Face Restoration. - Messaoud Bengherabi; Douaa Laib; Fella Souhila Lasnami; Ryma Boussaha (BIOSIG, 2023)

Face spoofing detection using Heterogeneous Auto-Similarities of Characteristics. - Bahia Yahya-Zoubir; Meriem Fedila; Messaoud Bengherabi (Eng. Appl. Artif. Intell., 2024)

Texture analysis of edge mapped audio spectrogram for spoofing attack detection. - Meriem Fedila; Messaoud Bengherabi; Bahia Yahya-Zoubir (Multim. Tools Appl., 2024)