Research Output

Publications

A selection of recent publications from our lab members. Browse complete lists on individual ORBI profiles.

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2026
Journal

Leveraging big data and cloud technology for scalable and interoperable smart farming

A. Roukh, S. Mahmoudi
Future Generation Computer Systems
Journal

Moving beyond the empty cell: The threat of decontextualized healthcare data

A. El Mir, E. B. de Sousa, I. Mesina-Estarrón, L. A. Celi, M. Hani, M. Benjelloun, N. Nageswaran, S. Mahmoudi, S. Siddiqui, S. Sadasivam, W. G. Mitchell
PLOS Digital Health
2025
Journal

PRA-Unet: Parallel Residual Attention U-Net for Real-Time Segmentation of Brain Tumors

A. Z. Lebani, M. Merati, S. Mahmoudi
Information
Journal

A Scientometric Analysis of Bias and Fairness in Parkinson's Disease Clinical Assessment Scales

M. Benjelloun, R. Botta, L. A. Celi, M. Hani, S. Mahmoudi, N. Nageswaran, B. Ong, D. Restrepo, M. Vilardo
Movement Disorders
Journal

AHN-BudgetNet: Cost-Aware Multimodal Feature-Acquisition Architecture for Parkinson's Disease Monitoring

M. Hani, S. Mahmoudi, M. Benjelloun
Electronics
Journal

Sustained Cognitive Decline in Multiple Sclerosis: Investigating the Role of White Matter Lesion Load Using an AI-Driven Brain Imaging Approach

V. Tota, A. Mehuys, T. Vansnick, O. Amel, F. Chahbar, L. Mahmoudi, S. Mahmoudi, G. Briganti, L. Ris, S. Mahmoudi
Psychiatria Danubina
Conf.

Secure Federated Learning: Model Compression and Inverse Distillation

X. Lessage, S. Mahmoudi, M. Delehouzée, T. Vansnick, M. Benjelloun, L. Collier, M. Rotulo
International Conference in Optimization and Learning (OLA 2025)
Journal

An Efficient Explainability of Deep Models on Medical Images

S. Khiat, S. Mahmoudi, S. Stassin, L. Boukerroui, B. Senaï, S. Mahmoudi
Algorithms
Journal

Enhancing fetal ultrasound image quality and anatomical plane recognition in low-resource settings using super-resolution models

H. Boumeridja, M. Ammar, M. Alzubaidi, S. Mahmoudi, L. N. Benamer, M. Agus, M. Househ, K. Lekadir, M. El Habib Daho
Scientific Reports
Conf.

Enhancing Remote Sensing Vision-Language Models for Zero-Shot Scene Classification

K. El Khoury, M. Zanella, B. Gérin, T. Godelaine, B. Macq, S. Mahmoudi, C. De Vleeschouwer, I. B. Ayed
IEEE ICASSP 2025
Conf.

Image Processing with Deep-Learning and Transfer Learning for Cutting Tool Degradation Monitoring

L. Colantonio, L. Equeter, H. Giovannelli, P. Dehombreux, S. Mahmoudi, F. Ducobu
13th CIRP Global Web Conference (CIRPe 2025)
Journal

SemChain: A Blockchain-based Semantic Discovery on Distributed Resource Directories for the IoT

K. Zaghouani, B. Djamaa, A. Yachir, S. Mahmoudi
Internet of Things
Conf.

Physically Interpretable Probabilistic Domain Characterization

A. S. Halin, S. B. Piérard, R. Vandeghen, B. T. Gérin, M. Zanella, M. Colot, J. Held, A. Cioppa, E. Jean, G. Bontempi, S. Mahmoudi, B. T. Macq, M. Van Droogenbroeck
Lecture Notes in Computer Science
2024
Journal

MPB-UNet: Multi-Parallel Blocks UNet for MRI Automated Brain Tumor Segmentation

F. Chahbar, M. Merati, S. Mahmoudi
Electronics
Journal

DDANF: Deep Denoising Autoencoder Normalizing Flow for Unsupervised Multivariate Time Series Anomaly Detection

X. Zhao, P. Liu, S. Mahmoudi, S. Garg, G. Kaddoum, M. M. Hassan
Alexandria Engineering Journal
Journal

Deep Learning Models for Coronary Atherosclerosis Detection in Coronary CT Angiography

A. Laidi, M. Ammar, M. E. H. Daho, S. Mahmoudi
Current Medical Imaging Reviews
Conf.

Evaluation of Federated Learning Aggregation Algorithms

M. Delehouzée, X. Lessage, S. Mahmoudi
IEEE EDiS 2024
Conf.

Secure Federated Learning Applied to Medical Imaging with Fully Homomorphic Encryption

X. Lessage, L. Collier, C.-H. B. Van Ouytsel, A. Legay, S. Mahmoudi, P. Massonet
IEEE ICAIC 2024
Conf.

Stepwise and Cost-Aware Feature Selection for Multiclass-Classification of Neurodegenerative Diseases

M. Hani, S. Mahmoudi, M. Benjelloun
Mardi des Chercheurs 2024
Journal

Enhancing Brain Segmentation in MRI through Integration of Hidden Markov Random Field Model and Whale Optimization Algorithm

A. Daoudi, S. Mahmoudi
Computers
Conf.

Exploring Viability of Test-Time Training: Application to 3D Segmentation in Multiple Sclerosis

B. Gérin, M. Zanella, M. Wynen, S. Mahmoudi, B. Macq, C. De Vleeschouwer
IEEE Conference on Artificial Intelligence (CAI 2024)
2023
Journal

GAN Data Augmentation for Improved Automated Atherosclerosis Screening from Coronary CT Angiography

A. Laidi, M. Ammar, M. Daho, S. Mahmoudi
EAI Endorsed Transactions on Scalable Information Systems
Journal

Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World Surveillance

S. B. Piérard, A. Cioppa, A. S. Halin, R. Vandeghen, M. Zanella, B. T. Macq, S. Mahmoudi, M. Van Droogenbroeck
IEEE Access
Journal

A Machine Learning Model for Improving Virtual Machine Migration in Cloud Computing

A. Belgacem, S. Mahmoudi, M. A. Ferrag
Journal of Supercomputing
Journal

Toward an Automatic Detection of Cardiac Structures in Short and Long Axis Views

L. Amel, M. Ammar, M. E. H. Daho, S. Mahmoudi
Biomedical Signal Processing and Control
Journal

Literature Review: Clinical Data Interoperability Models

R. Ait Abdelouahid, O. Debauche, S. Mahmoudi, A. Marzak
Information
Journal

Single Node Deep Learning Frameworks: Comparative Study and CPU/GPU Performance Analysis

J.-S. Lerat, S. Mahmoudi, S. Mahmoudi
Concurrency and Computation: Practice and Experience
2022
Journal

RAMi: A New Real-Time Internet of Medical Things Architecture for Elderly Patient Monitoring

O. Debauche, J. B. Nkamla Penka, S. Mahmoudi, X. Lessage, M. Hani, P. Manneback
Information
Journal

Distributed Deep Learning: From Single-Node to Multi-Node Architecture

J.-S. Lerat, S. Mahmoudi, S. Mahmoudi
Electronics
Journal

Deep Convolutional Neural Networks (CNN) for Lesions Localization in Mammograms

X. Lessage, H. Benzaouia, S. Murgo, S. Mahmoudi, S. Mahmoudi, Z. Guessoum
International Journal of Computer Assisted Radiology and Surgery
Journal

An Optimized Kappa Architecture for IoT Data Management in Smart Farming

J. B. Nkamla Penka, S. Mahmoudi, O. Debauche
International Journal of Ubiquitous Systems and Pervasive Networks
Journal

A New Comparative Study of Dimensionality Reduction Methods in Large-Scale Image Retrieval

M. A. Belarbi, S. Mahmoudi, G. Belalem, S. Mahmoudi, A. Cools
Big Data and Cognitive Computing
2021
Journal

Cloud and Distributed Architectures for Data Management in Agriculture 4.0: Review and Future Trends

O. Debauche, S. Mahmoudi, P. Manneback, F. Lebeau
Journal of King Saud University - Computer and Information Sciences
Book

Intelligent Healthcare Informatics for Fighting the COVID-19 and Other Pandemics and Epidemics

L. Garg, C. Chakraborty, S. Mahmoudi, V. S. Sohmen (Eds.)
Springer
Journal

Breast Cancer Detection in Digital Mammography with CNN: Retrospective Study in Belgium

S. Mahmoudi, X. Lessage, F. Giudice, S. Murgo, S. Mahmoudi
International Journal of Computer Assisted Radiology and Surgery
Journal

Data Management and Internet of Things: A Methodological Review in Smart Farming

O. Debauche, J.-P. Trani, S. Mahmoudi, P. Manneback, J. Bindelle, S. Mahmoudi, A. Guttadauria, F. Lebeau
Internet of Things
Complete publication lists on ORBI
Saïd Mahmoudi 313 publications Sidi Mahmoudi 248 publications Mohammed Benjelloun 168 publications Moad Hani View profile Mathis Delehouzée View profile Tanguy Vansnick View profile