2025

• Cools, A., Belarbi, M. A., & MAHMOUDI, S. (2025). CAReNet: A Promising AI Architecture for Low Data Regime Mixing Convolutions and Attention. In "Lecture Notes in Networks and Systems". Springer Nature Switzerland. doi:10.1007/978-3-031-78698-3_3
  • 978-3-031-78698-3-40-50.pdf

• Cools, A., Belarbi, M. A., & MAHMOUDI, S. (13 May 2025). Benchmarking of Anomaly Detection Methods for Industry 4.0: Evaluation, Ranking, and Practical Recommendations. "Big Data and Cognitive Computing, 9" (5), 128. doi:10.3390/bdcc9050128
  • BDCC-09-00128.pdf

2021

• Laabassi, K., Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Ferhat, K. (01 March 2021). Wheat varieties identification based on a deep learning approach. "Journal of the Saudi Society of Agricultural Sciences, 20" (5), 281-289.
  • Karim-Mahmoudi-King-Saoud.pdf

2020

• Mahmoudi, S., Belarbi, M. A., Mahmoudi, S., Belalem, G., & Manneback, P. (21 February 2020). Multimedia processing using deep learning technologies, high-performance computing cloud resources, and Big Data volumes. "Concurrency and Computation: Practice and Experience, 32" (17). doi:10.1002/cpe.5699
  • Multimedia Processing using Deep Learning Technologies, HPC Cloud Resources and BigData Volumes.pdf

2019

• Mahmoudi, S., Belarbi, M. A., Dadi, E. W., Mahmoudi, S., & Benjelloun, M. (2019). Cloud-Based Image Retrieval Using GPU Platforms. "Computers".
  • computers-08-00048_(1).pdf
• Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Belalem, G. (2019). A New Parallel and Distributed Approach for Large Scale Images Retrieval. "Lecture Notes in Network and Systems. Intelligent Technologies and Robotics".
• Mahmoudi, S., Belarbi, M. A., & Manneback, P. (2019). Towards a Smart Exploitation of GPUs for Low Energy Motion Estimation Using Full HD and 4K Videos. "Lecture Notes in Network and Systems. Intelligent Technologies and Robotics".

• Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Belalem, G. (20 May 2019). "Dimensionality Reduction in Large Scale Image Databases" [Poster presentation]. Infortech Day, Mons, Belgium.

2018

• Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Belalem, G. (2018). CBIR in cloud with large scale images. In "3rd NESUS Winter School and PhD Symposium on Data Science and Heterogeneous Computing". COST IC 1305.
  • Mohammed Amin BELARBI Nesus Winter School Phd Symposium.pdf
• Mahmoudi, S., & Belarbi, M. A. (2018). Towards a Smart Selection of Cloud Resources for Multimedia Big Data Computing. In "3rd NESUS Winter School and PhD Symposium on Data Science and Heterogeneous Computing". COST IC 1305.
  • Abstract Sidi Ahmed Mahmoudi NESUS PHD Sympsium 2018.pdf

• Mahmoudi, S., Belarbi, M. A., El Adoui, M., Larhmam, M., & Lecron, F. (2018). Real Time Web-based Toolbox for Computer Vision. "Journal of Science and Technology of the Arts".
  • 494-1527-1-PB.pdf
• Mahmoudi, S., Belarbi, M. A., Ammar, M., Abbou, A., & Mahmoudi, S. (2018). GPU-Low-Energy Tracking of the Left Ventricle in the Cloud. "Lecture Notes in Computer Science".

• Mahmoudi, S., & Belarbi, M. A. (01 March 2018). "Multimedia Indexation using Deep Learning in Big Data (MIDL)" [Paper presentation]. eNTERFACE'18: eNTERFACE Summer Workshops, Louvain-la-Neuve, Belgium.
  • Multimedia Indexation using Deep Learning in Big Data.pdf

• Debauche, O., Mahmoudi, S., Belarbi, M. A., El Adoui, M., & Mahmoudi, S. (2018). "Internet of Things: learning and practices: Application to Smart Home" [Paper presentation]. International Conference on Advanced Communication Technologies and Networking (CommNet'18), Marrakech, Morocco. doi:10.1109/COMMNET.2018.8360247
  • 1570414767.pdf

2017

• Belarbi, M. A., Mahmoudi, S., & Belalem, G. (01 October 2017). PCA as Dimensionality Reduction for Large-Scale Image Retrieval Systems. "International Journal of Ambient Computing and Intelligence, 8" (4), 45-58. doi:10.4018/IJACI.2017100104
• Mahmoudi, S., Belarbi, M. A., Mahmoudi, S., & Belalem, G. (2017). Towards a Smart Selection of Resources in the Cloud for Low-energy Multimedia Processing. "Concurrency and Computation: Practice and Experience".

• Mahmoudi, S., & Belarbi, M. A. (24 February 2017). "Cloud-based High Performance Multimedia Processing" [Paper presentation]. Second NESUS Winter School & PhD Symposium 2017, .
• Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Belalem, G. (01 February 2017). "Dimensionality Reduction in Large Scale Image" [Paper presentation]. Second NESUS Winter School & PhD Symposium 2017, .

• Belarbi, M. A., Mahmoudi, S., Belalem, G., & Mahmoudi, S. (2017). "Web-based Multimedia Research and Indexation for Big Data Databases" [Paper presentation]. CloudTech 2017 : The 3rd International Conference on Cloud Computing Technologies and Applications, Rabat, Morocco.
• Mahmoudi, S., El Adoui, M., Belarbi, M. A., Larhmam, M., & Lecron, F. (2017). "Cloud-based Platform for Computer Vision Applications" [Paper presentation]. International Conference on Smart Digital Environment (ICSDE'17), Rabat, Morocco.

• Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Belalem, G. (07 March 2017). "Dimensionality Reduction in Large Scale Image Databases" [Poster presentation]. Huitième édition montoise du MdC : le Mardi des Chercheurs 2017, UMons, Belgique, 2017, Mons, Belgium.

• Mahmoudi, S., Debauche, O., El Adoui, M., & Belarbi, M. A. (2017). L'Internet des Objets met la lumière dans tous ses états. "Polytech News (2017)".
  • olivier_debauche_ref8(1).pdf

2016

• Belarbi, M. A., Mahmoudi, S., & Belalem, G. (2016). Indexing Video by the Content. "Advances in Soft Computing".

• Belarbi, M. A., Mahmoudi, S., & Belalem, G. (2016). "Indexing videos by key frames" [Paper presentation]. The Dutch-Belgian DataBase Day, Mons, Belgium.

2015

• Belarbi, M. A., Belalem, G., & Mahmoudi, S. (2015). "Research and automatic video indexing by content" [Paper presentation]. International Conference on Multimedia Information processing, Mascara, Algeria.