2025
Parts of books/Contribution to collective works
- 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 
- Lerat, J.-S., & Mahmoudi, S. (2025). Scalable Deep Learning for Industry 4.0: Speedup with Distributed Deep Learning and Environmental Sustainability Considerations. In "Lecture Notes in Networks and Systems". Switzerland: Springer Nature Switzerland. doi:10.1007/978-3-031-78698-3_10
_CloudTech23_paper_8309.pdf - OUARDIRHI, Z., MAHMOUDI, S., & Zbakh, M. (2025). Holistic Approach for Enhanced Object Recognition in Complex Environments. In "Lecture Notes in Networks and Systems". Springer Nature Switzerland. doi:10.1007/978-3-031-78698-3_14
Scientific journals/Article
- 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 - Farinella, E., Papakonstantinou, D., Koliakos, N., Maréchal, M.-T., Poras, M., Pau, L., Amel, O., Mahmoudi, S., & Briganti, G. (2025). Integrating Machine Learning and Dynamic Digital Follow-up for Enhanced Prediction of Postoperative Complications in Bariatric Surgery. "Obesity Surgery". doi:10.1007/s11695-025-07894-6
s11695-025-07894-6.pdf - Khiat, S., MAHMOUDI, S., STASSIN, S., Boukerroui, L., Senaï, B., & MAHMOUDI, S. (09 April 2025). An Efficient Explainability of Deep Models on Medical Images. "Algorithms, 18" (4), 210. doi:10.3390/a18040210
algorithms-18-00210.pdf - Liu, P., Wu, X., Peng, Y., Shan, H., Mahmoudi, S., Choi, B. J., & Lao, H. (11 January 2025). Trustworthy and efficient project scheduling in IIoT based on smart contracts and edge computing. "Journal of Cloud Computing, 14" (1). doi:10.1186/s13677-025-00726-z
2025 - Trustworthy and efficient project scheduling.pdf - Mahmoudi, S., Gloesener, M., Benkedadra, M., & Lerat, J.-S. (2025). Edge AI System for Real-Time and Explainable Forest Fire Detection Using Compressed Deep Learning Models. "In Proceedings of the 20th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 3", 847-854. doi:10.5220/0013382500003912
VISAPP_2025_408_CR (4).pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (November 2025). "Key challenges of modern DNN models: compression, explainability and multimodal learning" [Paper presentation]. CloudTech'25.
Dissertations and theses/Doctoral thesis
- Stassin, S. (2025). "Towards Reliable Explanations of Deep Neural Networks - Explainable Artificial Intelligence for Vision and Vision-Language Models" [Doctoral thesis, UMONS - University of Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/52310
Diverse speeches and writings/Conference given outside the academic context
- Mahmoudi, S., & Benkedadra, M. (2025). "L’IA au service de la sécurité des chantiers" [Paper presentation]. Mobiwall.
- Mahmoudi, S. (2025). "L'IA embarquée et explicable au service de l'industrie et la sécurité" [Paper presentation]. Evenènement Technofutur : Transformez la construction routière avec l’IA : optimisez, innovez, réduisez les coûts, Charleroi, Belgium.
- Mahmoudi, S., Gloesener, M., & Benkedadra, M. (2025). "Edge AI for securing railway stations and construction sites" [Paper presentation]. Hannover Messe, Hannover, Germany.
Scientific conferences in universities or research centers/Scientific conference in universities or research centers
- Mahmoudi, S. (25 November 2025). "Hands on XAI and Edge AI" [Paper presentation]. CloudTech'25, Rabat, Morocco.
- Hani, M., Mahmoudi, S., & Benjelloun, M. (06 July 2025). "Cost-Effective Feature Selection for Predicting Parkinson’s Disease Progression" [Paper presentation]. 3rd edition of the International Conference on Artificial Intelligence and Applied Mathematics (JIAMA'25) is, Morocco.
2024
Scientific journals/Article
- Chahbar, F., Merati, M., & MAHMOUDI, S. (26 December 2024). MPB-UNet: Multi-Parallel Blocks UNet for MRI Automated Brain Tumor Segmentation. "Electronics, 14" (1), 40. doi:10.3390/electronics14010040
Chahbar- Electronics-14-00040).pdf - Zhao, X., Liu, P., Mahmoudi, S., Garg, S., Kaddoum, G., & Hassan, M. M. (December 2024). DDANF: Deep denoising autoencoder normalizing flow for unsupervised multivariate time series anomaly detection. "Alexandria Engineering Journal, 108", 436 - 444. doi:10.1016/j.aej.2024.07.013
DDANF Deep denoising autoencoder normalizing flow for unsupervised times series detection.pdf - Rahmani, T. A., Belalem, G., Mahmoudi, S., & Merad-Boudia, O. R. (25 October 2024). Equalizer: Energy-efficient machine learning-based heterogeneous cluster load balancer. "Concurrency and Computation: Practice and Experience, 36" (23). doi:10.1002/cpe.8230
Equalizer.pdf - Hachache, R., Yahyaouy, A., Riffi, J., Tairi, H., Abibou, S., El adoui, M., & Benjelloun, M. (21 October 2024). Advancing personalized oncology: a systematic review on the integration of artificial intelligence in monitoring neoadjuvant treatment for breast cancer patients. "BMC Cancer, 24" (1), 1300. doi:10.1186/s12885-024-13049-0
s12885-024-13049-0.pdf - Amel, O., Siebert, X., & Mahmoudi, S. (12 June 2024). Comparison Analysis of Multimodal Fusion for Dangerous Action Recognition in Railway Construction Sites. "Electronics (Switzerland), 13" (12), 2294. doi:10.3390/electronics13122294
electronics-13-02294.pdf - Saadatmorad, M., Khatir, S., Cuong-Le, T., Benaissa, B., & Mahmoudi, S. (26 May 2024). Detecting damages in metallic beam structures using a novel wavelet selection criterion. "Journal of Sound and Vibration, 578", 118297. doi:10.1016/j.jsv.2024.118297
Detecting damages in metallic beam structures.pdf - Daoudi, A., & Mahmoudi, S. (May 2024). Enhancing Brain Segmentation in MRI through Integration of Hidden Markov Random Field Model and Whale Optimization Algorithm. "Computers, 13" (5), 124. doi:10.3390/computers13050124
Enhancing Brain Segmentation in MRI.pdf - Andrianandrianina johanesa, T. V., EQUETER, L., & MAHMOUDI, S. (04 March 2024). Survey on AI Applications for Product Quality Control and Predictive Maintenance in Industry 4.0. "Electronics, 13" (5), 976. doi:10.3390/electronics13050976
electronics-13-00976-v2.pdf - Ouardirhi, Z., Mahmoudi, S., & Zbakh, M. (February 2024). Enhancing Object Detection in Smart Video Surveillance: A Survey of Occlusion-Handling Approaches. "Electronics, 13" (3), 541. doi:10.3390/electronics13030541
electronics-13-00541.pdf - Mazumdar, H., Sathvik, M., Chakraborty, C., Unhelkar, B., & Mahmoudi, S. (February 2024). Real-Time Mental Health Monitoring for Metaverse Consumers to Ameliorate the Negative Impacts of Escapism and Post Trauma Stress Disorder. "IEEE Transactions on Consumer Electronics, 70" (1), 2129 - 2136. doi:10.1109/TCE.2024.3364169
TCE_Metaverse_Final.pdf - Laidi, A., Ammar, M., Daho, M. E. H., & Mahmoudi, S. (21 January 2024). Deep Learning Models for Coronary Atherosclerosis Detection in Coronary CT Angiography. "Current Medical Imaging Reviews, 20" (2024). doi:10.2174/1573405619666221221092933
Paper Coronary atherosclerosis.pdf - Rahmani, T. A., Belalem, G., Mahmoudi, S., & Merad-Boudia, O. R. (2024). Machine learning-driven energy-efficient load balancing for real-time heterogeneous systems. "Cluster Computing". doi:10.1007/s10586-023-04215-3
LeastLD_Reviewed_Clean_Final.pdf - Maatoug, A., Kharoubi, S., Maaskri, M., Belalem, G., & Mahmoudi, S. (2024). Modelling and simulation of energy management of power-split hybrid electric vehicles using the discrete EVent system specification. "International Journal of Vehicle Systems Modelling and Testing, 18" (1), 33 - 61. doi:10.1504/IJVSMT.2024.136762
IJVSMT 0(0) 44 Maatoug et al.pdf
Scientific journals/Other
- Chakraborty, C., Mahmoudi, S., Han, G., & Crespo, R. G. (December 2024). Machine learning for smart health and distributed biomedical services. "Healthcare Analytics, 6", 100363. doi:10.1016/j.health.2024.100363
Machine-learning-for-smart-health-and-distributed-biome_2024_Healthcare-Analysis.pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- Stassin, S.* , ENGLEBERT, A.* , Amel, O.* , Siebert, X., & Mahmoudi, S. (29 May 2024). "Explaining Through Multimodal Transformer Input Sampling" [Paper presentation]. Infortech Day 2024, Mons, Belgium.
- Amel, O., Mahmoudi, S., & Siebert, X. (29 May 2024). "Multimodal Fusion for Dangerous Action Recognition in Railway Construction Sites" [Paper presentation]. Infortech Day 2024, Mons, Belgium.
- Ouardirhi, Z., Mahmoudi, S., & Mostapha Zbakh. (29 May 2024). "FuDensityNet: A Fusion-Based Network for Density-Enhanced Occlusion Handling" [Paper presentation]. INFORTECH Day 2024, Mons, Belgium.
Scientific congresses and symposiums/Paper published in a book
- Lebani, A. Z., Merati, M., Mahmoudi, S., & Chahbar, F. (2024). Improving Breast Cancer Detection with Pre-trained Models: A CADe and CADx System. In "CEUR Workshop Proceedings". Aachen, Unknown/unspecified: RWTH Aachen University.
Lebani ali zakaria.pdf - Gérin, B., Zanella, M., Wynen, M., Mahmoudi, S., Macq, B., & De Vleeschouwer, C. (2024). Exploring viability of Test-Time Training: Application to 3D segmentation in Multiple Sclerosis. In "Proceedings - 2024 IEEE Conference on Artificial Intelligence, CAI 2024". Institute of Electrical and Electronics Engineers Inc. doi:10.1109/CAI59869.2024.00110
Exploring viability of Test-Time Training.pdf - Lessage, X., Collier, L., Van Ouytsel, C.-H. B., Legay, A., Mahmoudi, S., & Massonet, P. (2024). Secure federated learning applied to medical imaging with fully homomorphic encryption. In "2024 IEEE 3rd International Conference on AI in Cybersecurity, ICAIC 2024". Institute of Electrical and Electronics Engineers Inc. doi:10.1109/ICAIC60265.2024.10433836
SFL.pdf - Kacher, A., Merati, M., & Mahmoudi, S. (2024). Classification of Multi-view mammogram images using a parallel pre-trained models system. In "Proceedings - 8th IEEE International Conference on Image and Signal Processing and their Applications, ISPA 2024". Institute of Electrical and Electronics Engineers Inc. doi:10.1109/ISPA59904.2024.10536707
ISPA_2023_paper_5062.pdf - Chahbar, F., Merati, M., Mahmoudi, S., Baghdadi, M., & Lebani, A. Z. (2024). Brain Tumor Classification in Magnetic Resonance Imaging using Convolutional Neural Networks and Transfer Learning. In "CEUR Workshop Proceedings". Aachen, United States - Delaware: RWTH Aachen University.
Brain_Tumor_Classification_in_Magnetic_Resonance_Imaging_using_Convolutional_Neural_Networks_and_Transfer_Learning__1_ (6) (3).pdf - Lessage, X., Hammas, B., Mahmoudi, S., Murgo, S., & Mahmoudi, S. (2024). Automatic anomalies detection and labeling from complete mammographies: a retrospective study. "2024 8th International Conference on Biomedical Engineering and Applications (ICBEA)". doi:10.1109/ICBEA62825.2024.00010
Scientific congresses and symposiums/Paper published in a journal
- Halin, A. S., Piérard, S. B., Vandeghen, R., Gérin, B. T., Zanella, M., Colot, M., Held, J., Cioppa, A., Jean, E., Bontempi, G., Mahmoudi, S., Macq, B. T., & Van Droogenbroeck, M. (2024). Physically Interpretable Probabilistic Domain Characterization. "Lecture Notes in Computer Science", 15-33. doi:10.1007/978-981-96-2641-0_2
Halin_Physically_Interpretable_Probabilistic_Domain_Characterization_ACCVW_2024_paper (1).pdf - Benkedadra, M., Rimez, D., Godelaine, T., Chidambaram, N., Khosroshahi, H. R., Tellez, H., Mancas, M., Macq, B., & Mahmoudi, S. (2024). CIA: Controllable Image Augmentation Framework Based on Stable Diffusion. "IEEE Access", 600-606. doi:10.1109/mipr62202.2024.00102
2024172918.pdf - Ouardirhi, Z.* , Amel, O., Zbakh, M., & Mahmoudi, S. (28 February 2024). FuDensityNet: Fusion-Based Density-Enhanced Network for Occlusion Handling. "Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. Volume 3, 3", 632-639. doi:10.5220/0012425400003660
124254.pdf
Scientific congresses and symposiums/Paper published on a website
- Benkedadra, M., & Mahmoudi, S. (22 April 2024). "Project Field Worker Protection" [Paper presentation]. Hannover Messe, Hannover, Germany.
Diverse speeches and writings/Conference given outside the academic context
- Mahmoudi, S. (2024). "AI implementations in industry and logistics" [Paper presentation]. Tracetebel Engie Seminar.
Diverse speeches and writings/Speech/Talk
- Mahmoudi, S. (2024). "Immersion dans le domaine d'intelligence artificielle embarquée" [Paper presentation]. Ingénieur civil : d’une solution à l’autre.
- Benkedadra, M.* , & Mahmoudi, S.*. (2024). "InnoTrans" [Paper presentation]. Innotrans 2024, Berlin, Germany.
- Mahmoudi, S., & Draye, J.-P. (2024). "From Labs to Launch: How CTOs Can Leverage University Partnerships" [Paper presentation]. VivaTech, Paris, France.
Scientific conferences in universities or research centers/Scientific conference in universities or research centers
- Mahmoudi, S. (05 December 2024). "Cross device and silo federation learning : Medical use cases and security challenges (plenary session)" [Paper presentation]. The 4th IEEE international Conference on Embedded & Distributed Systems EDiS'2024, Bechar, Algeria.
- Mahmoudi, S. (27 November 2024). "Innovative AI for medical images analysis: The cases pf breast cancer and cardiac imaging (plenary session)" [Paper presentation]. Journnée doctorale thématique en Génie Biomédicale, Tlemcen, Algeria.
- Daoudi, A., & Mahmoudi, S. (22 April 2024). "Bayesian Network Model for Cardiovascular Diseases Diagnosis" [Paper presentation]. 2024 11th International Conference on Electrical and Electronics Engineering (ICEEE), Marmaris, Turkey. doi:10.1109/iceee62185.2024.10779298
IDAOUDI ISEC2023_DApaper.pdf - Delehouzee, M., Xavier Lessage, & Mahmoudi, S. (2024). "Evaluation of Federated Learning Aggregation Algorithms" [Paper presentation]. IEEE Fourth international conference on EMbedded & Distributed Systems, EDiS' 2024, Oran, Algeria.
Evaluation_of_FL_aggregation_algo_final (5).pdf
2023
Scientific journals/Article
- Stassin, S., Corduant, V., MAHMOUDI, S., & Siebert, X. (30 December 2023). Explainability and Evaluation of Vision Transformers: An In-Depth Experimental Study. "Electronics, 13" (1), 175. doi:10.3390/electronics13010175
electronics-13-00175.pdf - Ait Abdelouahid, R., Debauche, O., Mahmoudi, S., & Marzak, A. (July 2023). Literature Review: Clinical Data Interoperability Models. "Information, 14" (7), 364. doi:10.3390/info14070364
information-14-00364 (1).pdf - Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (2023). Single Node Deep Learning Frameworks: Comparative study and CPU/GPU performance analysis. "Concurrency and Computation: Practice and Experience".
Lerat.pdf - Debauche, O., Nkamla Penka, J. B., Hani, M., Guttadauria, A., Ait Abdelouahid, R., Gasmi, K., Ben Hardouz, O., Lebeau, F., Bindelle, J., Soyeurt, H., Gengler, N., Manneback, P., Benjelloun, M., & Bertozzi, C. (June 2023). Towards a Unified Architecture Powering Scalable Learning Models with IoT Data Streams, Blockchain, and Open Data. "Information, 14" (6), 345. doi:10.3390/info14060345
information-14-00345-v2.pdf - Mahmoudi, S., Amel, O., Stassin, S., Liagre, M., Benkedadra, M., & Mancas, M. (May 2023). A Review and Comparative Study of Explainable Deep Learning Models Applied on Action Recognition in Real Time. "Electronics, 12" (9), 2027. doi:10.3390/electronics12092027
electronics-12-02027.pdf - Belgacem, A., Mahmoudi, S., & Ferrag, M. A. (2023). A machine learning model for improving virtual machine migration in cloud computing. "Journal of Supercomputing". doi:10.21203/rs.3.rs-1819400/v1
Belgacem-Mahmoudi-2023.pdf - Laidi, A., Ammar, M., Daho, M., & Mahmoudi, S. (2023). GAN Data Augmentation for Improved Automated Atherosclerosis Screening from Coronary CT Angiography. "EAI Endorsed Transactions on Scalable Information Systems", 173981. doi:10.4108/eai.17-5-2022.173981
GAN Data Augmentation for Improved Automated Atherosclerosis Screening from Coronary CT Angiography.pdf - Amel, L., Ammar, M., El Habib Daho, M., & Mahmoudi, S. (15 January 2023). Toward an automatic detection of cardiac structures in short and long axis views. "Biomedical Signal Processing and Control, 79", 104187. doi:10.1016/j.bspc.2022.104187
Laidi-Ammar-Mahmoudi-2023.pdf - Maatoug, A., Belalem, G., & Mahmoudi, S. (02 January 2023). A location-based fog computing optimization of energy management in smart buildings: DEVS modeling and design of connected objects. "Frontiers of Computer Science, 17" (2), 172501. doi:10.1007/s11704-021-0375-z
Maatoog-Mahmoudi-2023.pdf - Ait Abdelouahid, R., Debauche, O., Mahmoudi, S., & Marzak, A. (2023). Literature Review: Clinical Data Interoperability Models. "Information, 14" (7).
information-14-00364.pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (13 May 2023). "Transition digitale : opportunités et défis pour la sécurité alimentaire : IA au service de la sécurité alimentaire" [Paper presentation]. Transition digitale : opportunités et défis pour la sécurité alimentaire.
- Mahmoudi, S. (03 May 2023). "Les objets connectés dans l’élevage, quels effets sur le rendement" [Paper presentation]. Salon international de l'agriculture Numide, Constantine, Algérie, Constantine, Algeria.
Scientific congresses and symposiums/Paper published in a book
- Manjah, D., Cacciarelli, D., Benkedadra, M., Standaert, B., De Hertaing, G. R., Macq, B., Galland, S., & De Vleeschouwer, C. (2023). Stream-Based Active Distillation for Scalable Model Deployment. In "Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2023". IEEE Computer Society. doi:10.1109/CVPRW59228.2023.00528
Scientific congresses and symposiums/Paper published in a journal
- Lerat, J.-S., & Mahmoudi, S. (2023). Scalable Deep Learning for Industry 4.0: Speedup with Distributed Deep Learning and Environmental Sustainability Considerations. "2023 IEEE 6th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech)". doi:10.1007/978-3-031-78698-3_10
CloudTech-Extended.pdf - KACHER Abdelhafidh, MERATI Medjeded, & Mahmoudi, S. (2023). Malignant and benign classification of multi-view mammograms using a system of parallel pre-trained models. "ICKDM’2023 - International Conference on Knowledge Data Management".
KACHER_ICKDM2023_SM.pdf - CHAHBAR Fatma, MEDJEDED Merati, Mahmoudi, S., & BAGHDADI Mohamed. (2023). Classification of Brain Tumors on Magnetic Resonance Imaging by Using Convolutional Neural Networks and Transfer Learning. "ICKDM’2023 - International Conference on Knowledge Data Management".
Chahbar_Brain_tumor_classification_using_CNN_and_Transfere_Learning.pdf - Ouardirhi, Z., Mahmoudi, S., & Zbakh, M. (2023). A Novel Approach for Recognizing Occluded Objects Using Feature Pyramid Network Based on Occlusion Rate Analysis. "2023 IEEE 6th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications (CloudTech)". doi:10.1109/cloudtech58737.2023.10366103
CloudTech23_paper_5320.pdf - Lerat, J.-S., & Mahmoudi, S. (2023). Architecture to Distribute Deep Learning Models on Containers and Virtual Machines for Industry 4.0*. "IEEE Cloud Computing". doi:10.1109/cloudtech58737.2023.10366111
Architecture_to_Distribute_Deep_Learning_Models_on_Containers_and_Virtual_Machines_for_Industry_4_0.pdf - Ammar, M., Messaoudi, N., Faked, D., Noui, R., & Mahmoudi, S. (11 July 2023). Smart Embedded System for Sleep Apnea Monitoring From ECG Signals. "AIP Conference Proceedings, 2814" (1). doi:10.1063/5.0148843
AIP_AMMAR.pdf - Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (25 June 2023). Single node deep learning frameworks: Comparative study and CPU/GPU performance analysis. "Concurrency and Computation: Practice and Experience, 35" (14). doi:10.1002/cpe.6730
Distributed_Deep_Learning__From_Single_Node_to_Multi_Node_Architecture.pdf - BENKEDADRA, M., Mancas, M., & Mahmoudi, S. (2023). Feedback Driven Multi Stereo Vision System for Real-Time Event Analysis. "ACM International Conference on Interactive Media Experiences 2023". doi:10.1145/3573381.3597220
Feedback Driven Multi Stereo Vision System for Real-Time Event Analysis.pdf - Rahmani, T. A., Belalem, G., & Mahmoudi, S. (2023). RTLB_Sched: Real Time Load Balancing Scheduler for CPU-GPU Heterogeneous Systems. "2023 International Conference on Smart Computing and Application (ICSCA)". doi:10.1109/ICSCA57840.2023.10087604
ICSCA.pdf - Piérard, S. B., Cioppa, A., Halin, A. S., Vandeghen, R., Zanella, M., Macq, B. T., Mahmoudi, S., & Van Droogenbroeck, M. (2023). Mixture Domain Adaptation To Improve Semantic Segmentation in Real-World Surveillance. "IEEE Access", 22-31.
Pierard_Mixture_Domain_Adaptation_To_Improve_Semantic_Segmentation_in_Real-World_Surveillance_WACVW_2023_paper (1).pdf - LACHEMI, N. S., MERATI Medjeded, & Mahmoudi, S. (2023). Optimizing Web Service Access Using Rule-Based AI. "ICKDM’2023 - International Conference on Knowledge Data Management".
Lachemi_Optimizing Web Service Access Using Rule-Based AI.pdf - Englebert, A., Stassin, S., Nanfack, G., Mahmoudi, S., Siebert, X., Cornu, O., & De Vleeschouwer, C. (2023). Explaining through Transformer Input Sampling. "ICCV Workshop on New Ideas in Vision Transformers". doi:10.1109/ICCVW60793.2023.00088
_Englebert_Explaining_Through_Transformer_Input_Sampling_ICCVW_2023_paper.pdf TiS__Transformer_Input_Sampling (3).pdf - Amel, O., Stassin, S., Mahmoudi, S., & Siebert, X. (2023). Multimodal Approach for Harmonized System Code Prediction. "In ESANN 2023 proceedings".
_ES2023-165.pdf ES2023_WED_16_34_165_Amel_poster (1) (1).pdf - Stassin, S., Amel, O., Mahmoudi, S., & Siebert, X. (2023). Similarity versus Supervision: Best Approaches for HS Code Prediction. "ESANN".
_ES2023-163.pdf ESANN_HSSIM (2).pdf
Diverse speeches and writings/Conference given outside the academic context
- Benkedadra, M., & Mahmoudi, S. (2023). "InfraSecure : a Danger Detection Solution for Construction Sites" [Paper presentation]. Hannover Messe 2023, Hannover, Germany.
Diverse speeches and writings/Speech/Talk
- Benkedadra, M., Mahmoudi, S., & Mancas, M. (2023). "MLOps for Edge deployment of a Real Time Danger Detection AI" [Paper presentation]. INFORTECH Day 2023, Mons, Belgium.
- Ouardirhi, Z., Mahmoudi, S., & Zbakh, M. (2023). "Artificial Intelligence and Deep Learning for 2D/3D object detection with the presence of occlusion" [Paper presentation]. INFORTECH Day 2023, Mons, Belgium.
Scientific conferences in universities or research centers/Scientific conference in universities or research centers
- Mahmoudi, S. (11 December 2023). "Computer-aided diagnosis with Federated Learning: the case of breast cancer screening (plenary session)" [Paper presentation]. International Conference on Knowledge Data Management ICKDM’2023, Tiaret, Algeria.
- Mahmoudi, S. (23 June 2023). "Review of DNN optimization and compression methods for Edge AI systems" [Paper presentation]. Trail Seminars, Belgium.
mahmoudi.pdf - Stassin, S., Amel, O., Siebert, X., & Mahmoudi, S. (24 May 2023). "Best Approaches for Customs Fraud Detection" [Paper presentation]. Infortech Day.
- Andrianandrianina johanesa, T. V., Equeter, L., & Mahmoudi, S. (24 May 2023). "Product Quality Optimization through Production Line Analysis using AI in Industry" [Paper presentation]. Infortech Day, Mons, Belgium.
- Mahmoudi, S. (18 May 2023). "Edge AI for smart agriculture" [Paper presentation]. Transition digitale : opportunités et défis pour la sécurité alimentaire.
- Mahmoudi, S. (06 May 2023). "AI and Deep Learning challenges XAI and Edge AI" [Paper presentation]. INDABA x Algeria.
IndabaxAlgeria_Presentation_Sidi_2023 (1).pdf - Gasmi, K., Abassi, K., Romdhani, L., & Debauche, O. (2023). "Reinforcement Learning-Based Approach for Microservices-Based Application Placement in Edge Environment" [Paper presentation]. 2023 IEEE Symposium on Computers and Communications (ISCC), Hybrid, Gammarth, Tun. doi:10.1109/ISCC58397.2023.10218098
conference_Iscc.pdf
2022
Scientific journals/Article
- DEBAUCHE, O.* , Nkamla Penka, J. B.* , Mahmoudi, S., Lessave, X., HANI, M., Manneback, P., Kanku Lufuluabu, U., Bert, N., Messaoudi, D., & Guttadauria, A. (07 September 2022). RAMi: A New Real-Time Internet of Medical Things Architecture for Elderly Patient Monitoring. "Information, 13" (9), 423. doi:10.3390/info13090423
information-13-00423-7.pdf - EL ADOUI, M., Drisis, S., & Benjelloun, M. (03 August 2022). New Explainable Deep Cnn Design For Classifying Breast Tumor Response Over Neoadjuvant Chemotherapy. "Current Medical Imaging Formerly Current Medical Imaging Reviews, 18". doi:10.2174/1573405618666220803124426
final full text BMS-CMIM-2022-HT67-3992-2.pdf - Lessage, X., Benzaouia, H., Murgo, S., Mahmoudi, S., Mahmoudi, S., & Guessoum, Z. (2022). Deep Convolutional Neural Networks (CNN) for lesions localization of in mammograms. "International Journal of Computer Assisted Radiology and Surgery".
Deep Convolutional Neural Networks (CNN) for lesions localization of in mammograms - XavierLessage.pdf - Cools, A., Belarbi, M. A., & Mahmoudi, S. (27 April 2022). A Comparative Study of Reduction Methods applied on a Convolutional Neural Network. "Electronics, 11" (9).
electronics-11-01422.pdf - Tadrist, N., Mahmoudi, S., Debauche, O., & Guttadauria, A. (2022). Towards Low-Cost IoT and LPWAN-Based Flood Forecast and Monitoring System. "International Journal of Ubiquitous Systems and Pervasive Networks". doi:10.5383/JUSPN.17.01.006
juspn-v17-i1-pp-43-49.pdf - Nkamla Penka, J. B., Mahmoudi, S., & Debauche, O. (2022). An Optimized Kappa Architecture for IoT Data Management in Smart Farming. "International Journal of Ubiquitous Systems and Pervasive Networks". doi:10.5383/JUSPN.17.02.002
juspn-v17-i2-pp-59-65.pdf - Debauche, O., Mahmoudi, S., & Guttadauria, A. (2022). A new edge computing architecture for IoT and multimedia data management. "Information". doi:10.3390/info13020089
information-13-00089-v2.pdf - Berrani, S., Yachir, A., Mahmoudi, S., Badis, D., & Aissani, M. (01 January 2022). Towards a New Semantic Model for Service-Based IoT Applications. "Journal of Information Science and Engineering, 38" (1), 83-100.
JISE_202201_Final.pdf - El Amine Lazouni, M., Messadi, M., Feroui, A., & Mahmoudi, S. (2022). EARLY KERATOCONUS DISEASE DETECTION USING ORBSCAN II CORNEAL TOPOGRAPHY. "Journal of Mechanics in Medicine and Biology, 23" (1). doi:10.1142/S021951942350001X
Early Keratoconus Disease Detection Using Orbscan II Corneal Topography.pdf
Books/Collective work published as editor or director
- Chinmay Chakraborty, Mario José Diván, & Mahmoudi, S. (Eds.). (2022). "Special Issue - Journal : Multimedia Tools and Applications - Multimedia medical data-driven decision making". Springer.
- Mahmoudi, S. (Ed.). (2022). "Computer Analysis of Images and Patterns for Large-Scale Multimedia Database Management". Switzerland: MDPI - Journal "Information".
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (13 November 2022). "Technologies IoT et Smart Farming : application à la digitalisation du secteur laitier" [Paper presentation]. Workshop SMART FARMING II, Oran, Algeria.
Scientific congresses and symposiums/Paper published in a book
- Plum, J., Dufrasne, I., Quoitin, B., Mahmoudi, S., & Frédéric, L. (2022). Development and evaluation of an autonomous and automatic monitoring system for grazing cattle. In "Precision livestock farming '22". Vienne, Austria: D. Berckmans, M.Oczak, M. Iwersen, K. Wagener.
260_ECPLF_final_version.pdf
Scientific congresses and symposiums/Paper published in a journal
- Lessage, X., Michal, N., Mahmoudi, S., Lilian, M., Debauche, O., & Mahmoudi, S. (2022). A new coronary artery stenosis detection method with a Hybrid LSTM-CNN model. "Lecture Notes in Networks and Systems".
Article_Errachidia_Paper_ICAISE22_Springer.pdf - Ouardirhi, Z.* , Mahmoudi, S., Zbakh, M., El Ghmary, M., Benjelloun, M., Ait Abdelali, H., & Derrouz, H. (2022). An Efficient real-time Moroccan automatic license plate recognition system based on the YOLO object detector. "BDIOT'22". doi:10.1007/978-3-031-28387-1_25
Conference_BDIoT22_Zainab_Ouardirhi.pdf - Doukha, R., Mahmoudi, S., Mostapha Zbakh, & Manneback, P. (2022). A comparative analysis of Convolution Neural Network models on Amazon Cloud Service. "Preceedings of The Third International Conference on Artificial Intelligence, Information Processing and Cloud Computing".
A comparative analysis of Convolution Neural Network models on Amazon Cloud Service.pdf
Scientific congresses and symposiums/Poster
- Benkedadra, M., Mahmoudi, S., & Mancas, M. (30 March 2022). "Real time, Explainable, and Edge Deployable AI for Securing Public Environments and Construction Sites" [Poster presentation]. INFORTECH Day, Mons, Belgium.
poster.pdf
Dissertations and theses/Doctoral thesis
- Debauche, O. (2022). "Architecture cloud distribuée orientée services, dédiée à l’Internet des objets" [Doctoral thesis, UMONS - Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/42996
Thèse Olivier DEBAUCHE Finale.pdf
Scientific conferences in universities or research centers/Scientific conference in universities or research centers
- Cools, A., & Mahmoudi, S. (30 March 2022). "Reduction of dimension applied to convolutional neural networks applied for content-based image retrieval engines" [Paper presentation]. Infortech Day, Mons, Belgium.
Aurelie_COOLS_Poster_Infortech_2022.pdf
2021
Parts of books/Contribution to collective works
- Mahmoudi, S., Stassin, S., Daho, M. E. H., Lessage, X., & Mahmoudi, S. (2021). Explainable Deep Learning for Covid-19 Detection Using Chest X-ray and CT-Scan Images. In "Intelligent Healthcare Informatics for Fighting the COVID-19 and Other Pandemics and Epidemics" (pp. 323-338). Springer.
Explanable_DL_for_covid-19_detection.pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., & Manneback, P. (2021). A new Collaborative Platform for Covid-19, Benchmark Datasets. In "Intelligent Healthcare Informatics for Fighting the COVID-19 and Other Pandemics and Epidemics". Springer. doi:10.1007/978-3-030-72752-9_12
Covid_Chapter_Olivier_Debauche___Corrected_Proof(1).pdf - Lessage, X., Mahmoudi, S., Mahmoudi, S., Laraba, S., Debauche, O., & Belarbi, M. A. (2021). Chest X-ray images analysis with Deep Convolutional Neural Networks (CNN) for COVID-19 detection. In "Intelligent Healthcare Informatics for Fighting the COVID-19 and Other Pandemics and Epidemics" (pp. 405-425). Springer. doi:10.1007/978-3-030-72752-9_21
Covid_Chapter_Xavier_Lessage(1).pdf - Mahmoudi, S., Stassin, S., Daho, M. E. H., Lessage, X., & Mahmoudi, S. (2021). Explainable Deep Learning for Covid-19 detection using chest X-ray and CT images. In "Intelligent Healthcare Informatics for Fighting the COVID-19 and Other Pandemics and Epidemics". Springer. doi:10.1007/978-3-030-72752-9_16
Paper 01_ Explainable Deep Learning_Covid19.pdf
Scientific journals/Article
- Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (22 November 2021). Single node deep learning frameworks: Comparative study and CPU/GPU performance analysis. "Concurrency and Computation: Practice and Experience, 35" (14).
Lerat.pdf - Ammar, M., Lamri, M. A., Mahmoudi, S., & Laidi, A. (13 November 2021). Deep Learning Models for Intracranial Hemorrhage Recognition: A comparative study. "Procedia Computer Science, 196", 418-425. doi:10.1016/j.procs.2021.12.031
Ammar-Mahmoudi-Procedia.pdf - Benjelloun, M., Dadi, E. W., & Daoudi, E. M. (26 October 2021). A Complete Content-based 3D Shape Retrieval System Using Deep Learning. "International Journal of Artificial Intelligence, 19" (2), 44-57.
Article_A_Complete_Content-based_3D-250820.pdf - Debauche, O., Mahmoudi, S., Manneback, P., & Lebeau, F. (2021). Cloud and Distributed Architectures for Data Management in Agriculture 4.0 : Review and Future Trends. "Journal of King Saud University - Computer and Information Sciences". doi:10.1016/j.jksuci.2021.09.015
1-s2.0-S1319157821002664-main.pdf - Naji, M. A., El Filali, S., Bouhlal, M., Benlahmar, E. H., Ait Abelouahid, R., & Debauche, O. (04 September 2021). Breast Cancer Prediction and Diagnosis through a New Approach based on Majority Voting Ensemble Classifier. "Procedia Computer Science, 191". doi:10.1016/j.procs.2021.07.061
FNC_8_518474474(1).pdf - Oqaidi, M., Ait Abelouahid, R., Debauche, O., & Marzak, A. (04 September 2021). An open source and low-cost Smart Auditorium. "Procedia Computer Science, 191".
SA2IOT_16_registrationID.pdf - El Filali, S., Aarika, K., Naji, M. A., Benlahmar, E. H., Ait Abelouahid, R., & Debauche, O. (04 September 2021). Machine Learning Algorithms For Breast Cancer Prediction And Diagnosis. "Procedia Computer Science, 191".
FNC_10_518474474(1).pdf - Ait Abelouahid, R., Debauche, O., & Marzak, A. (31 August 2021). Internet of Things: a new Interoperable IoT Platform. Application to a Smart Building. "Procedia Computer Science, 191".
SA2IOT_15_freepaper.pdf - Nkamla Penka, J. B., Mahmoudi, S., & Debauche, O. (2021). A new Kappa Architecture for IoT Data Management in Smart Farming. "Procedia Computer Science", (191), 17-24. doi:10.1016/j.procs.2021.07.006
1-s2.0-S1877050921013983-main-4.pdf - Debauche, O., El Moulat, M., Mahmoudi, S., Bindelle, J., & Lebeau, F. (30 June 2021). Farm Animals' Behaviors and Welfare Analysis with AI Algorithms: A Review. "Revue d'Intelligence Artificielle, 35" (3). doi:10.18280/ria.350308
35.03_08.pdf - Mahmoudi, S., Lessage, X., Giudice, F., Murgo, S., & Mahmoudi, S. (24 June 2021). Breast cancer detection in digital mammography with convolutional neural network: retrospective study in Belgium. "International Journal of Computer Assisted Radiology and Surgery, 16 (Suppl 1) - S1-S119" (S1-S119), 69-70.
Paper-01-2021_Article_CARS2021.pdf - Lessage, X., Mahmoudi, S., Mahmoudi, S., Laraba, S., Debauche, O., & Belarbi, M. A. (21 June 2021). Deep Convolutional Neural Networks (CNN) for COVID-19 classification in chest X-ray images with Explainable Artificial Intelligence (XAI). "International Journal of Computer Assisted Radiology and Surgery, 16 (Suppl 1) - S1-S119" (S1-S119), 64-65.
Abstract_CARS2021_-_Deep_Convolutional_Neural_Networks_(CNN)_for_classification_of_COVID-19_in_chest_X-ray_images_with_Explainable_Artificial_Intelligence_(XAI)__(1).pdf - Debauche, O., Trani, J.-P., Mahmoudi, S., Manneback, P., Bindelle, J., Mahmoudi, S., Guttadauria, A., & Lebeau, F. (09 June 2021). Data Management and Internet of Things : A Methodological Review in Smart Farming. "Internet of Things, 14".
1-s2.0-S2542660521000226-main1(1).pdf - El Moulat, M., Debauche, O., Mahmoudi, S., Mahmoudi, S., Guttadauria, A., Manneback, P., & Lebeau, F. (10 March 2021). Towards Landslides Early Warning System With Fog - Edge Computing And Artificial Intelligence. "International Journal of Ubiquitous Systems and Pervasive Networks, 15" (5), 11-17.
Paper-2_JUSPN20211502011017(13).pdf - 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 - Maatoug, A., Belalem, G., & Mahmoudi, S. (2021). A location-based fog computing optimization of energy management in smart buildings: DEVS modeling and design of connected objects. "Frontiers of Computer Science".
A_location-based_fog_computing_optimization_of_energy_management_in_smart_buildings_DEVS_modeling_and_design_of_connected_objects(.pdf - Nasser, S., Naoui, M., Belalem, G., & Mahmoudi, S. (11 January 2021). Semantic Segmentation of Hippocampal Subregions with U-Net Architecture. "International Journal of E-Health and Medical Communications, 12" (Issue: 6 - Article: 4).
Semantic-Segmentation-of-Hippocampal-Subregions-With-U-Net-Architecture.pdf
Books/Book published as author, translator, etc.
- Garg, L., Chakraborty, C., Mahmoudi, S., & Sohmen, V. S. (2021). "Intelligent Healthcare Informatics for Fighting the COVID-19 and Other Pandemics and Epidemics". Springer.
Book_Springer_Mahmoudi.pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (27 July 2021). "Deep Learning Frameworks: Performances Analysis" [Paper presentation]. DeepLearn, Las Palmas de Gran Canaria, Spain.
Scientific congresses and symposiums/Paper published in a journal
- Belgacem, A., Beghdad-Bey, K., & Mahmoudi, S. (2021). "New virtual machine placement approach based on the micro genetic algorithm in cloud computing" [Paper presentation]. International Conference on Future Internet of Things and Cloud, Rome, Italy.
FiCloud_2021_paper_Belgacem_Mahmoudi.pdf
Scientific congresses and symposiums/Poster
- Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (30 March 2021). "Comparaison des frameworks d'apprentissage profond sur un seul noeud de calcul" [Poster presentation]. Mardi des Chercheurs, Virtual Meeting, Unknown/unspecified.
concours-posters-mdc2021.pdf
2020
Scientific journals/Article
- Nolack Fote, F., Roukh, A., Mahmoudi, S., Mahmoudi, S., & Debauche, O. (2020). Toward a Big Data Knowledge-Base Management System for Precision Livestock Farming. "Procedia Computer Science".
1-s2.0-S1877050920322869-main.pdf - Debauche, O., Mahmoudi, S., De Cock, N., Mahmoudi, S., Manneback, P., & Lebeau, F. (15 November 2020). Cloud Architecture For Plant Phenotyping Research. "Concurrency and Computation: Practice and Experience, 32" (17). doi:10.1002/cpe.5661
16649681.pdf - El Moulat, M., Debauche, O., Mahmoudi, S., Mahmoudi, S., Manneback, P., & Lebeau, F. (12 November 2020). Edge Computing and Artificial Intelligence for Landslides Monitoring. "Procedia Computer Science, 177", 480-487. doi:10.1016/j.procs.2020.10.066
1-s2.0-S1877050920323358-main(1).pdf - Roukh, A., Nolack Fote, F., Mahmoudi, S., & Mahmoudi, S. (2020). Big Data Processing Architecture for Smart Farming. "Procedia Computer Science". doi:10.1016/j.procs.2020.10.014
Roukh-Procedia-2020.pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., & Manneback, P. (02 November 2020). A new Collaborative Platform for Research in Smart Farming. "Procedia Computer Science, 177", 450-455. doi:10.1016/j.procs.2020.10.061
1-s2.0-S1877050920323309-main(1).pdf - Khouani, A., Daho, M. E. H., Mahmoudi, S., Chikh, M. A., & Benzineb, B. (2020). Automated recognition of white blood cells using deep learning. "Biomedical Engineering Letters".
Khouani2020_Article_AutomatedRecognitionOfWhiteBlo.pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., Manneback, P., & Lebeau, F. (12 August 2020). Edge AI-IoT (AIoT) Architecture. "Procedia Computer Science, 175", 10-19. doi:10.1016/j.procs.2020.07.006
1-s2.0-S1877050920316859-main(1).pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., Manneback, P., Bindelle, J., & Lebeau, F. (12 August 2020). Edge Computing and Artificial Intelligence for Real-time Poultry Monitoring. "Procedia Computer Science, 175", 534-541. doi:10.1016/j.procs.2020.07.076
1-s2.0-S1877050920316859-main(1).pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., Manneback, P., & Lebeau, F. (12 August 2020). Edge Computing and Artificial Intelligence Semantically Driven. Application to a Climatic Enclosure. "Procedia Computer Science, 175", 542-547. doi:10.1016/j.procs.2020.07.077
1-s2.0-S1877050920317774-main.pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., El Moulat, M., Manneback, P., & Lebeau, F. (02 July 2020). Edge AI-IoT Pivot Irrigation, Plant Diseases and Pests Identification. "Procedia Computer Science, 177". doi:10.1016/j.procs.2020.10.009
1-s2.0-S1877050920322742-main(1).pdf - Lessage, X., Nedoszytko, M., Piussi, C., Mahmoudi, S., & Mahmoudi, S. (2020). Deep Convolutional Neural Networks (CNN) for classification of coronary arteries. "International Journal of Computer Assisted Radiology and Surgery".
Paper_1.pdf - Giudice, F., WEBER, T., Lessage, X., Mahmoudi, S., Mahmoudi, S., & Siebert, X. (2020). Deep Convolutional Neural Networks (CNN) for mammographic abnormalities detection and segmentation. "International Journal of Computer Assisted Radiology and Surgery".
Paper_2.pdf - El Adoui, M., Drisis, S., & Benjelloun, M. (16 June 2020). Multi-input deep learning architecture for predicting breast tumor response to chemotherapy using quantitative MR images. "International Journal of Computer Assisted Radiology and Surgery, 1861-6429".
ElAdoui2020_Article_Multi-inputDeepLearningArchite.pdf - Vanabelle, P., De Handschutter, P., El Tahry, R., Benjelloun, M., & Boukhebouze, M. (28 May 2020). Epileptic seizure detection using EEG signals and extreme gradient boosting. "Journal of Biomedical Research, 34" (3), 226-237. doi:10.7555/JBR.33.20190016
EpilepticseizuredetectionusingEEGsignalsandextremegradientboosting.pdf - Nasser, S., Naoui, M., Belalem, G., & Mahmoudi, S. (01 May 2020). Automated Segmentation of Brain Medical Images. "International Journal of Signal Processing, Image Processing and Pattern Recognition, Vol. 13" (No. 1), 17-28. doi:10.33832/ijsip.2020.13.1.02
Nasser_433_AUTOMATED_SEGMENTATION_OF_BRAIN_MEDICAL_IMAGES.pdf - 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 - Braman, N., El Adoui, M., Drisis, S., Vulchi, M., Benjelloun, M., Madabhushi, A., & (en collaboration avec 6 autres personnes ). (24 January 2020). Deep learning-based prediction of response to HER2-targeted neoadjuvant chemotherapy from pre-treatment dynamic breast MRI: A multi-institutional validation study. "Nature Communications, 2020" (2020), 2001-2034.
Scientific congresses and symposiums/Paper published in a journal
- Doukha, R., Mahmoudi, S., Mostapha, Z., & Manneback, P. (2020). "Deployment of Containerized Deep Learning Applications in the cloud" [Paper presentation]. 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications, Marrakech, Morocco.
- Hammou, D. R., Mahmoudi, S., Adjoudj, R., & Mechab, B. (2020). "A Model Of A Biometric Recognition System Based On The Hough Transform Of Libor Masek and 1-D Log-Gabor Filter" [Paper presentation]. 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications, Marrakech, Morocco.
- Nolack Fote, F., Mahmoudi, S., Mahmoudi, S., & Roukh, A. (2020). "Big Data Storage and Analysis for Smart Farming" [Paper presentation]. 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications, Marrakech, Morocco.
- Amkrane, Y., El Adoui, M., & Benjelloun, M. (2020). "Towards Breast Cancer Response Prediction using Artificial Intelligence and Radiomics" [Paper presentation]. The 5th IEEE International Conference on Cloud Computing Technologies and Applications, Marrakech, Morocco.
- Bornia, J., Frihida, A., Debauche, O., Mahmoudi, S., & Manneback, P. (2020). "Deep Learning and Tensorflow for Tracking People's Movements in a Video" [Paper presentation]. 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications, Marrakech, Morocco.
paper_97.pdf - Ait Abelouahid, R., Debauche, O., Mahmoudi, S., Marzak, A., Manneback, P., & Lebeau, F. (2020). "Smart Nest Box: IoT based Nest monitoring in artificial cavities" [Paper presentation]. The 3rd International Conference on Advanced Communication Technologies and Networking (CommNet 2020), Marrakech, Morocco. doi:10.1109/CommNet49926.2020.9199624
CommNet_2020__Smart_Nest_Box___Camera_Ready.pdf - Debauche, O., Ait Abelouahid, R., Mahmoudi, S., Moussaoui, Y., Marzak, A., & Manneback, P. (2020). "RevoCampus: a distributed open source and low-cost smart campus" [Paper presentation]. The 3rd International Conference on Advanced Communication Technologies and Networking (CommNet 2020), Marrakech, Morocco. doi:10.1109/CommNet49926.2020.9199640
CommNet_2020__Smart_Campus___Camera_Ready.pdf - Roukh, A., Nolack Fote, F., Mahmoudi, S., & Mahmoudi, S. (2020). "WALLeSMART: Cloud Platform for Smart Farming" [Paper presentation]. International Conference on Statistical and Scientific Database Management, 2020, Austria.
- Ait Abelouahid, R., Debauche, O., Mahmoudi, S., Marzak, A., Manneback, P., & Lebeau, F. (2020). "Open Phytotron: A New Device for Home Controlled-Environment Agriculture" [Paper presentation]. 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications, Marrakech, Morocco.
phytotron.pdf - Debauche, O., Mahmoudi, S., & Moussaoui, Y. (2020). "Internet of Things learning: a practical case for smart building automation" [Paper presentation]. 5th International Conference on Cloud Computing and Artificial Intelligence: Technologies and Applications, Marrakech, Morocco.
conference_041818.pdf - Debauche, O., Mahmoudi, S., Mahmoudi, S., Manneback, P., Bindelle, J., & Lebeau, F. (2020). "Edge Computing for Cattle Behavior Analysis" [Paper presentation]. Second international conference on Embedded & Distributed Systems, EDiS'2020, Oran, Algeria. doi:10.1109/EDiS49545.2020.9296471
EDIS2020__Edge_Computing_for_Cattle_Behavior_Analysis___Camera_Ready.pdf
Scientific congresses and symposiums/Poster
- Debauche, O., Ait Abelouahid, R., & Moussaoui, Y. (19 June 2020). "An open source and low-cost Smart Auditorium" [Poster presentation]. The 2nd international workshop on innovative smart city technologies, wisct'2020, Casablanca, Morocco.
WISCT2020_paper_14.pdf
2019
Scientific journals/Article
- Debauche, O., Mahmoudi, S., Manneback, P., & Assila, A. (21 November 2019). Fog IoT for Health: A new Architecture for Patients and Elderly Monitoring. "Procedia Computer Science, 160", 289-297. doi:10.1016/j.procs.2019.11.087
1-s2.0-S1877050919317880-main.pdf - Stylianos, D., El Adoui, M., Flamen, P., Benjelloun, M., Dewind, R., Paesmans, M., Ignatiadis, M., Bali, M., & Lemort, M. (2019). Early prediction of neoadjuvant treatment outcome in locally advanced breast cancer using parametric response mapping and radial heterogeneity from breast MRI. "Journal of Magnetic Resonance Imaging".
2019-Journal_of_Magnetic_Resonance_Imaging.pdf - Debauche, O., Mahmoudi, S., Andriamandroso, A. L. H., Manneback, P., Bindelle, J., & Lebeau, F. (31 October 2019). Cloud Services Integration For Farm Animals' Behavior Studies Based On Smartphones As Activity Sensors. "Journal of Ambient Intelligence and Humanized Computing, 10" (12), 4651-4662. doi:10.1007/s12652-018-0845-9
Debauche_et_al-2018-Journal_of_Ambient_Intelligence_and_Humanized_Computing.pdf - El Adoui, M., Mahmoudi, S., LARHMAM, M. A., & Benjelloun, M. (29 June 2019). MRI Breast Tumor Segmentation Using Different Encoder and Decoder CNN Architectures. "Computers, 8" (3), 52-63. doi:10.3390/computers8030052
computers-08-00052.pdf - Nedjar, I., Mahmoudi, S., & Chikh, M. A. (24 June 2019). Classification of breast cancer histology images using consensus oriented by three Deep Convolutional Neural Networks. "International Journal of Computer Assisted Radiology and Surgery, 14" (1), 81-82. doi:10.1007/s11548-019-01969-3
- El Adoui, M., Drisis, S., & Benjelloun, M. (2019). 3D Deep Learning approach to predict breast tumor response to chemotherapy using two DCE-MRI volumes. "International Journal of Computer Assisted Radiology and Surgery".
- MERATI, M., Mahmoudi, S., Chenine, A., & Chikh, M. A. (17 June 2019). A new triplet convolutional neural network for classification of lesions on mammograms. "Revue d'Intelligence Artificielle, 33" (3), 213-217. doi:10.18280/ria.330307
RIA-MAHMOUDI.pdf - 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 - El Adoui, M., Vulchi, M., Braman, N., Turk, P., Etesami, M., Drisis, S., Plecha, D., Benjelloun, M., Madabhushi, A., & Abraham, J. (26 May 2019). Development and external validation of a deep learning model for predicting response to HER2-targeted neoadjuvant therapy from pretreatment breast MRI. "Journal of Clinical Oncology, 37" (15), 593-593. doi:10.1200/JCO.2019.37.15_suppl.593
asco_jco37_593_Ref.bib - Lazouni, M. A., Feroui, A., & Mahmoudi, S. (29 March 2019). A new intelligent system for glaucoma disease detection. "International Journal of Computer Aided Engineering and Technology, 11" (4/5), 613 - 633. doi:10.1504/IJCAET.2019.100457
IJCAET1104-0514_LAZOUNI_172095.pdf - Benmouna, Y., Mezmaz, M., Mahmoudi, S., & Chikh, M. A. (2019). Parallel cycle-based branch-and-bound method for Bayesian network learning. "Pattern Analysis and Applications". doi:10.1007/s10044-019-00815-1
Benmouna2019_Article_ParallelCycle-basedBranch.pdf - Maatoug, A., Belalem, G., & Mahmoudi, S. (01 March 2019). Fog computing framework for location-based energy management in smart buildings. "Multiagent and Grid Systems, 15" (1), 39-56. doi:10.3233/MGS-190301
MGS_Maatoug.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".
- Nedjar, I., Mahmoudi, S., & Chikh, M. A. (2019). A topological approach for mammographic density classification using a modified synthetic minority over-sampling technique algorithm. "International Journal of Biomedical Engineering and Technology".
Scientific congresses and symposiums/Unpublished conference/Abstract
- Amkrane, Y., El Adoui, M., & Benjelloun, M. (22 November 2019). "Analysing Breast cancer reaction to chemotherapy using Radiomics" [Paper presentation]. Grascomp Doctoral Day (GDD'19), UNamur, Belgium.
- Vanabelle, P., De Handschutter, P., El Tahry, R., Benjelloun, M., & Boukhebouze, M. (22 November 2019). "Towards interpretable automated seizure detection through Fast Gradient Boosting applied on EEG signals" [Paper presentation]. Grascomp Doctoral Day (GDD'19), UNamur, Belgium.
Epilepsy_detection.pdf main.pdf - Mahmoudi, S. (16 November 2019). "IA et calcul à haute performance (HPC)" [Paper presentation]. Séminaire 'Professeur invité', Université Mohammed V, Rabat, Morocco.
- Mahmoudi, S. (13 June 2019). "L'apprentissage profond (Deep Learning) au service de la vision par ordinateur et vidéo surveillance" [Paper presentation]. Journée des doctorants, Université de Tlemcen, Algeria.
- Mahmoudi, S. (07 June 2019). "Embedded System for Computer Vision and Video surveillance using Deep Learning Technologies" [Paper presentation]. ID2Move Belgian Academic Seminar Autonomous Systems, Nivelles, Belgium.
- Roland, F. (20 May 2019). "Fab-IoT-Lab: How research contributes to technological expertise" [Paper presentation]. Infortech Day, Mons, Belgium. doi:10.13140/RG.2.2.10962.40644
FrancoisRoland-InfortechDay2019-Presentation.pdf
Scientific congresses and symposiums/Paper published in a journal
- El Adoui, M., Braman, N., Vulchi, M., Turk, P., Etesami, M., Plecha, D., Stylianos, D., Benjelloun, M., Abraham, J., & Madabhushi, A. (2019). "Validation of neural network approach for the prediction of HER2-targeted neoadjuvant chemotherapy response from pretreatment MRI: A multi-site study" [Paper presentation]. SAN ANTONIO BREAST CANCER SYMPOSIUM, San Antonio, United States - Texas.
- Daho, M. E. H., Ammar, M., & Mahmoudi, S. (2019). "Prostate segmentation in magnetic resonance images using Multi-resolution Active Appearance Models" [Paper presentation]. 1st International Conference on Networking Telecommunications, Biomedical Engineering and Applications (ICNTBA'19), Boumerdes, Algeria.
- Chenine, A., M'hamed Amine, H., MERATI, M., Mahmoudi, S., & BENSABER, D. A. (2019). "Colour Spaces Impact On Convolutional Neural Networks Performance" [Paper presentation]. 1st International Conference on Networking Telecommunications, Biomedical Engineering and Applications (ICNTBA'19), Boumerdes, Algeria.
Colour_Spaces_Impact_On_Convolutional_Neural_Networks.pdf - MERATI, M., Mahmoudi, S., Chenine, A., & Chikh, M. A. (2019). "Classifying lesions in mammograms using artificial neural network" [Paper presentation]. 1st International Conference on Networking Telecommunications, Biomedical Engineering and Applications (ICNTBA'19), Boumerdes, Algeria.
- Brahimi, M., Mahmoudi, S., Boukhalfa, K., & Moussaoui, A. (2019). "Deep interpretable architecture for plant diseases classification" [Paper presentation]. 2019 Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA), POZNAN, Unknown/unspecified.
- Plum, J., De Cock, N., Dubois, J.-P., Dufrasne, I., Soyeurt, H., Quoitin, B., Mahmoudi, S., & Bindelle, J. (2019). "Evaluation of Intel Realsense Depth cameras for open source remote monitoring of heifers on pastures" [Paper presentation]. European conference dedicated to the future use of ICT in the agri-food sector, bioresource and biomass sector (EFITA 2019)), Rhodes, Greece.
- Bornia, J., Mahmoudi, S., Frihida, A., & Manneback, P. (2019). "Towards a Semantic Video Analysis using Deep Learning and Ontology" [Paper presentation]. The 4th IEEE International Conference on Cloud Computing Technologies and Applications, Brussels, Belgium.
- Gafour, Y., Berrabah, D., & Mahmoudi, S. (2019). "Robust Facial Recognition Using Extended Local Binary Patterns" [Paper presentation]. The 4th IEEE International Conference on Cloud Computing Technologies and Applications, Brussels, Belgium.
- Debauche, O., Mahmoudi, S., & Mahmoudi, S. (2019). "Internet of Things: learning and practices. Application to Smart City" [Paper presentation]. The 4th IEEE International Conference on Cloud Computing Technologies and Applications, Brussels, Belgium. doi:10.1109/CloudTech.2018.8713337
bare_conf.pdf - Benjelloun, M., El Adoui, M., LARHMAM, M. A., & Mahmoudi, S. (2019). "Automated Breast Tumor Segmentation in DCE-MRI Using Deep Learning" [Paper presentation]. The 4th IEEE International Conference on Cloud Computing Technologies and Applications, Brussels, Belgium.
CloudTech18_paper.pdf - El Adoui, M., Drisis, S., & Benjelloun, M. (2019). "Predict breast tumor response to chemotherapy using a 3D deep learning architecture applied to DCE-MRI data" [Paper presentation]. International Work-Conference on Bioinformatics and Biomedical Engineering, Granada, Spain.
- Bornia, J., Frihida, A., Mahmoudi, S., & Manneback, P. (2019). "Towards a Semantic Video Analysis using Deep Learning and Ontology" [Paper presentation]. IEEE International Conference on Advanced Systems and Emergent Technologies (IC_ASET'2019), Hammamet, Tunisia.
- El Adoui, M., LARHMAM, M. A., Drisis, S., & Benjelloun, M. (2019). "Deep Learning approach predicting breast tumor response to neoadjuvant treatment using DCE-MRI volumes acquired before and after chemotherapy" [Paper presentation]. SPIE MEDICAL IMAGING Computer-Aided Diagnosis, San Diego, United States - California.
Scientific congresses and symposiums/Poster
- Mahmoudi, S. (28 August 2019). "IA and Deep Learning for computer vision and multimedia retrieval" [Poster presentation]. Deep Learning Academy, Université de Louvain La Neuve, Belgium.
- Nolack Fote, F., Roukh, A., Mahmoudi, S., & Mahmoudi, S. (20 May 2019). "IoT Data Analysis for Smart Farming : The Wallesmart Project" [Poster presentation]. Infortech Day, Mons, Belgium.
Infortech.pdf - Amkrane, Y., El Adoui, M., & Benjelloun, M. (18 March 2019). "Approches d'imagerie et machine learning pour la prédiction de la réponse d'un cancer du sein à la chimiothérapie" [Poster presentation]. Workshop UMHAP Medical Research Center, Mons, Belgium.
poster_UHMAP.pdf - Nedjar, I., Mahmoudi, S., & Chikh, M. A. (15 March 2019). "A comparative study of different deep learning architectures for breast cancer histology images classification" [Poster presentation]. Mardi des Chercheurs, Mons, Belgium.
Nedjar-imane-mardi-final.pdf - Nolack Fote, F., Roukh, A., Mahmoudi, S., & Mahmoudi, S. (15 March 2019). "WALLESMART : Enter wallon rearing into the 4.0 digital revolution" [Poster presentation]. Mardi des Chercheurs 2019 (MdC2019), Mons, Belgium.
MdC_2019_Fabrice.pdf - Amkrane, Y., El Adoui, M., & Benjelloun, M. (05 March 2019). "Breast cancer response to chemotherapy by Radiomics" [Poster presentation]. Mardi des Chercheurs 2019 (MdC2019), Mons, Belgium.
poster_MdC_2019.pdf
Diverse speeches and writings/Article for a general audience
- Debauche, O., & Mahmoudi, S. (2019). LE PIVOT INTELLIGENT SURVEILLE ET OPTIMISE LES BESOINS DES CULTURES. "Polytech News".
olivier_debauche_ref24(1).pdf - Debauche, O., & Mahmoudi, S. (2019). VACHES, PÂTURAGE ET ENVIRONNEMENT. "Polytech News".
olivier_debauche_ref24(2).pdf - Debauche, O., & Mahmoudi, S. (2019). LA DÉPERDITION DES ABEILLES, LE SOS D'UN ENVIRONNEMENT EN DÉTRESSE. "Polytech News".
olivier_debauche_ref24(3).pdf
2018
Parts of books/Contribution to collective works
- 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 - Ammar, M., Mahmoudi, S., & Drisis, S. (2018). A Set of Texture-Based Methods for Breast Cancer Response Prediction in Neoadjuvant Chemotherapy Treatment. In "Soft Computing Based Medical Image Analysis". 𝗘𝗹𝘀𝗲𝘃𝗶𝗲𝗿 𝗦&𝗧 𝗕𝗼𝗼𝗸𝘀.
Scientific journals/Article
- Debauche, O., Mahmoudi, S., Mahmoudi, S., & Manneback, P. (05 November 2018). Cloud Platform using Big Data and HPC Technologies for Distributed and Parallels Treatments. "Procedia Computer Science, 141", 112-118. doi:10.1016/j.procs.2018.10.156
1-s2.0-S1877050918318064-main.pdf - El Moulat, M., Debauche, O., & Ait Brahim, L. (30 August 2018). Monitoring System Using Internet Of Things For Potential Landslides. "Procedia Computer Science, 132", 26-34. doi:10.1016/j.procs.2018.07.140
1-s2.0-S1877050918311037-main.pdf - Benmouna, Y., Benazzouz, M., Chikh, M. A., & Mahmoudi, S. (2018). New Method for Bayesian Network Learning. "International Journal of Pattern Recognition and Artificial Intelligence".
benmouna2018.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 - El Adoui, M., Drisis, S., & Benjelloun, M. (2018). A PRM approach for early prediction of breast cancer response to chemotherapy based on registered MR images. "International Journal of Computer Assisted Radiology and Surgery".
- 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".
- Debauche, O., El Moulat, M., Mahmoudi, S., Boukraa, S., Manneback, P., & Lebeau, F. (24 April 2018). Web Monitoring of Bee Health for Researchers and Beekeepers Based on the Internet of Things. "Procedia Computer Science, 130", 991-998. doi:10.1016/j.procs.2018.04.103
1-s2.0-S1877050918304654-main.pdf - Kasmi, N., Mostapha, Z., Mahmoudi, S., & Manneback, P. (2018). WT_ DMDA New Scheduling strategy for Conjugate Gradient Solver on Heterogeneous. "International Journal of Autonomic Computing".
IJAC030104_KASMI_204288.pdf - Benjelloun, M., Dadi, E. W., & Daoudi, E. M. (16 February 2018). GPU-based Acceleration of Methods based on Clock Matching Metric for Large Scale 3D Shape Retrieval. "Scalable Computing: Practice and Experience, 19" (1), 31-38. doi:10.12694/scpe.v19i1.1391
Scientific congresses and symposiums/Unpublished conference/Abstract
- El Adoui, M., & Benjelloun, M. (02 July 2018). "A Deep Learning approach to predict breast cancer response to chemotherapy using DCE-MRI images" [Paper presentation]. VISion Understanding and Machine intelligence - VISUM 2018, Porto, Portugal.
PosterPorto.pdf - Mahmoudi, S. (09 April 2018). "The use of HPC and Cloud resources for Deep Learning" [Paper presentation]. Deep Learning INDABA, Tlemcen, Algeria.
The use of HPC and Cloud resources for Deep Learning.pdf - Larhmam, M., El Adoui, M., & Benjelloun, M. (26 March 2018). "Evaluating Deep Features for Breast Cancer Response Prediction in MRI Based on GPU Learning" [Paper presentation]. AI & Deep Learning Conference, GTC 2018, NVIDIA, San Jose, United States - California.
- 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
Scientific congresses and symposiums/Paper published in a journal
- 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 - Debauche, O., El Moulat, M., Mahmoudi, S., Manneback, P., & Lebeau, F. (2018). "Irrigation pivot-center connected at low cost for the reduction of crop water requirements" [Paper presentation]. International Conference on Advanced Communication Technologies and Networking (CommNet'18), Marrakech, Morocco. doi:10.1109/COMMNET.2018.8360259
1570420952(1).pdf
Scientific congresses and symposiums/Poster
- Nedjar, I., Mahmoudi, S., & Chikh, M. A. (08 December 2018). "Topological methods for mammographic images classification: The Digital Mammography DREAM Challenge 2017" [Poster presentation]. RSGDREAM 2018 conference, NYU Langone Health, in New York City, New York, United States - New York.
Nedjar-imane-Dream-Poster.pdf - Roland, F., Bette, S., & Filippi, E. (03 July 2018). "Fab-IoT-Lab: a Fab-IoT-Lab to support IoT projects of industries and entrepreneurs" [Poster presentation]. Journée IIoT, Strasbourg, France.
20180626-Strasbourg-Poster Fab-IoT-Lab.pdf - El Adoui, M., & Benjelloun, M. (27 March 2018). "The Prediction Of Breast Cancer Response To Chemotherapy By Deep Learning" [Poster presentation]. Mardi des chercheurs MDC'18, Wallers Arenberg, France.
Dissertations and theses/Doctoral thesis
- Seddati, O. (2018). "Reconnaissance et Recherche de Données Multimédia par les Réseaux de Neurones Profonds" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/42315
Thèse_OS.pdf
Diverse speeches and writings/Article for a general audience
- Mahmoudi, S. (2018). Vers une approche intelligente et à faible énergie consommée pour le traitement d'objets multimédia. "Polytech News 57".
2017
Scientific journals/Article
- 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".
- El Adoui, M., Drisis, S., Larhmam, M., Lemort, M., & Benjelloun, M. (20 September 2017). Breast cancer heterogeneity analysis as index of response to treatment using MRI images: A review. "Imaging in Medicine, 9" (4), 109-119.
Future Medicine.pdf - Mahmoudi, S., Meziane, A., & Chikh, M. A. (2017). Brain Structures Segmentation by using Statistical Models. "Medical Technologies Journal".
- Kasmi, N., Mostapha, Z., Mahmoudi, S., & Manneback, P. (31 August 2017). Performance Evaluation and Analysis for Conjugate Gradient Solver on Heterogeneous (Multi-GPUs/Multi-CPUs) platforms. "International Journal of Computer Science and Network Security, 17" (8), 206-215.
IJCSNS paper .pdf - Seddati, O., Dupont, S., & Mahmoudi, S. (2017). Triplet Networks Feature Masking for Sketch-Based Image Retrieval. "Lecture Notes in Computer Science".
paper310.pdf - Debauche, O., Mahmoudi, S., Andriamandroso, A. L. H., Manneback, P., Bindelle, J., & Lebeau, F. (27 June 2017). Web-based cattle behavior service for researchers based on the smartphone inertial central. "Procedia Computer Science, 110", 110-116. doi:10.1016/j.procs.2017.06.127
1-s2.0-S1877050917313066-main.pdf - Mahmoudi, S., Lecron, F., Wilmet, V., & Mahmoudi, S. (2017). Fusion based computer-aided biopsy for early diagnosis of liver cancer. "International Journal of Computer Assisted Radiology and Surgery".
- Seddati, O., Dupont, S., & Mahmoudi, S. (2017). DeepSketch 3: Analyzing deep neural networks features for better sketch recognition and sketch-based image retrieval. "Multimedia Tools and Applications", 1-27. doi:10.1007/s11042-017-4799-2, 2017
deepsketch-3-grants.pdf - Fremal, S., & Lecron, F. (25 January 2017). Weighting Strategies for a Recommender System Using Item Clustering Based on Genres. "Expert Systems with Applications, 77", 105-113. doi:10.1016/j.eswa.2017.01.031
article_DI.pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- 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, .
Scientific congresses and symposiums/Paper published in a journal
- Debauche, O., Mahmoudi, S., Manneback, P., Tadrist, N., Bindelle, J., & Lebeau, F. (2017). "Improvement of battery life of iPhones Inertial Measurement Unit by using edge computing: Application to cattle behavior" [Paper presentation]. International Symposium on Computer Sciences and Applications, Errachidia, Morocco.
- Debauche, O., Mahmoudi, S., Manneback, P., Massinon, M., Tadrist, N., Lebeau, F., & Mahmoudi, S. (2017). "Cloud architecture for digital phenotyping and automation" [Paper presentation]. CloudTech 2017 : The 3rd International Conference on Cloud Computing Technologies and Applications, Rabat, Morocco. doi:10.1109/CloudTech.2017.8284718
CloudTech17-Paper_34_Camera-02.pdf - 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.
- Ammar, M., Baiche, K., Mahmoudi, S., & Benazzouz, M. (2017). "Shape irregularity based area measurement: Application on cell nucleus recognition" [Paper presentation]. 5th International Conference on Electrical Engineering - Boumerdes (ICEE-B), Boumerdes, Algeria.
- El Adoui, M., Drisis, S., & Benjelloun, M. (2017). "Analyzing Breast Tumor Heterogeneity To Predict The Response To Chemotherapy Using 3D MR Images Registration" [Paper presentation]. International Conference on Smart Digital Environment (ICSDE'17), Rabat, Morocco.
paper_ACM 78 El_Adoui.pdf - 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.
- Nedjar, I., Mahmoudi, S., & Chikh, M. A. (2017). "Content-based medical image retrieval for Liver CT Annotation" [Paper presentation]. INTERNATIONAL CONFERENCE ON AFFECTIVE COMPUTING, MACHINE LEARNING AND INTELLIGENT SYSTEMS, Tetuan, Morocco.
- Benjelloun, M., Dadi, E. W., & Daoudi, E. M. (2017). "3D shape retrieval basing on representatives of classes" [Paper presentation]. 6th. International Symposium ISKO-Maghreb on 'Knowledge Organization in the perspective of Digital Humanities, Al hociema, Morocco.
Scientific congresses and symposiums/Poster
- 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.
- Debauche, O., Mahmoudi, S., Manneback, P., & Lebeau, F. (07 March 2017). "Web-based animal behavior study service for researchers based on the smartphone inertial central" [Poster presentation]. Huitième édition montoise du MdC : le Mardi des Chercheurs 2017, UMons, Belgium.
Poster MdC2017-SM.pdf - El Adoui, M., & Benjelloun, M. (07 March 2017). "The prediction of breast tumor response to chemotherapy by 3D-MRI images analysis and interpretation" [Poster presentation]. Huitième édition montoise du MdC : le Mardi des Chercheurs 2017, UMons, Belgium.
Poster MDC 2017 EL ADOUI Mohammed.pdf
Learning materials/Course notes
- Mahmoudi, S., & Manneback, P. (2017). "Chapitre de cours d'Informatique Parallèle et Distribuée (I-INFO-009) : Introduction au Cloud Computing: Chapitre 7: Introduction au Cloud Computing".
Cours Sidi Ahmed Mahmoudi_ UMons_Cloud_Partie 1 New.pdf - Mahmoudi, S., & Benjelloun, M. (2017). "Chapitre de cours de bases de données (I-INFO-024) : Technologies du Big Data".
Cours Sidi Ahmed Mahmoudi_ UMons_BigData_New.pdf - Mahmoudi, S., Manneback, P., Bagein, M., & Roland, F. (2017). "Notes de laboratoire. Informatique Parallèle et Distribuée".
IPD Complement New.pdf - Mahmoudi, S., & Manneback, P. (2017). "Chapitre de cours d'Informatique Parallèle et Distribuée (I-INFO-009) : Programmation des processeurs graphiques: Chapitre 6 : Programmation des processeurs graphiques".
Cours Sidi Ahmed Mahmoudi_ UMons_New.pdf - Mahmoudi, S., & Mahmoudi, S. (2017). "Chapitre de cours de Multimedia Rertrieval and Indexation (I-INFO-014) : Cloud and GPU for Multimedia Retrieval: Chapitre 7 : Cloud & GPU for Multimedia Retrieval".
Cours Sidi Ahmed Mahmoudi_ UMons_Cloud_MIR.pdf
Diverse speeches and writings/Article for a general audience
- Mahmoudi, S. (2017). Real Time Web-based Toolbox for High Performance Computer Vision. "Polytech News".
- 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 - Debauche, O., & Bouazzati, I. (2017). L'unité de croissance végétale automatisée. "Polytech News".
olivier_debauche_ref8(2).pdf
Diverse speeches and writings/Other
- Mahmoudi, S. (2017). "Parallel and Distributed solutions using GPU and Cloud platforms (PDGC)".
- Mahmoudi, S. (2017). "Cloud-based Toolbox for Medical Imaging & Computer Vision Applications".
2016
Parts of books/Contribution to collective works
- Mahmoudi, S., Ammar, M., Luque Joris, G., & Abbou, A. (2016). Real Time GPU-Based Segmentation and Tracking of the Left Ventricle on 2D Echocardiography. In "International work-conference on bioinformatics and bimedical engineering". Springer.
IWBBIO.pdf - Mahmoudi, S., & Manneback, P. (2016). Towards a Smart Selection of Hybrid Platforms for Multimedia Processing. In "Proceedings of the First PhD Symposium on Sustainable Ultrascale Computing Systems".
towards_nesus_2016.pdf
Scientific journals/Article
- Ammar, M., & Mahmoudi, S. (08 December 2016). New Circularity Index Using Radon Transform. "International Journal of Applied Pattern Recognition, 03" (04), 368-380.
- Daoudi, A., & Mahmoudi, S. (2016). A fully automatic cardiac segmentation method using region growing technique. "MedPRAI-2016 Proceedings of the Mediterranean Conference on Pattern Recognition and Artificial Intelligence, ACM New York, NY, USA - 2016".
- Cremer, S., Bagein, M., Mahmoudi, S., & Manneback, P. (2016). Efficiency of GPUs for Relational Database Engine Processing. "Lecture Notes in Computer Science".
- Tadrist, N., Debauche, O., Boualem, R., & Degré, A. (2016). Impact de l'érosion sur l'envasement des barrages, la recharge des nappes phréatiques côtières et les intrusions marines dans la zone semi-aride méditerranéenne : Cas du barrage de Boukurdane (Algérie). "Biotechnologie, Agronomie, Société et Environnement".
sans-titre.pdf - Cremer, S., Bagein, M., Mahmoudi, S., & Manneback, P. (2016). Boosting an embedded relational database management system with graphics processing units. "5th International Conference on Data Management Technologies and Applications, Lisbon, Portugal, 2016".
- Ammar, M., Mahmoudi, S., & Stylianos, D. (16 September 2016). Breast Cancer Response Prediction in Neoadjuvant Chemotherapy Treatment Based on Texture Analysis. "Procedia Computer Science, 100", 812-817. doi:10.1016/j.procs.2016.09.229
Mahmoudi-Procedia-2016.pdf - Benjelloun, M., Dadi, E. W., & Daoudi, E. M. (01 July 2016). 3D shape retrieval in distributed databases. "International Journal of Imaging and Robotics, 16" (3), 114-123.
Benjelloun_IJIR2016_Preprint_.pdf - Sobrie, O., Lazouni, M. A., Mahmoudi, S., Mousseau, V., & Pirlot, M. (2016). A new decision support model for preanesthetic evaluation. "Computer Methods and Programs in Biomedicine", (133), 183-193. doi:10.1016/j.cmpb.2016.05.021
A new decision support model for preanesthetic evaluation - CMPB.pdf - Naoui, M., Mahmoudi, S., & Belalem, G. (2016). Feasibility Study of a Distributed and Parallel Environment for Implementing the Standard Version of AAM Model. "Journal of Information Processing Systems".
- Mahmoudi, S., Ammar, M., Luque Joris, G., & Abbou, A. (2016). Real Time GPU-Based Segmentation and Tracking of the Left Ventricle on 2D Echocardiography. "Bioinformatics and Biomedical Engineering".
IWBBIO.pdf - Belarbi, M. A., Mahmoudi, S., & Belalem, G. (2016). Indexing Video by the Content. "Advances in Soft Computing".
- Naoui, M., Mahmoudi, S., & Belalem, G. (15 January 2016). Towards a Distributed and Parallel Schema for Active Appearance Model Implementation. "International Journal of Computational Vision and Robotics, Vol.6" (1/2), 19 - 40. doi:10.1504/IJCVR.2016.073756
Scientific congresses and symposiums/Unpublished conference/Abstract
- Belarbi, M. A., Mahmoudi, S., & Belalem, G. (07 October 2016). "Indexing videos by key frames" [Paper presentation]. Dutch-Belgian DataBase Day, Mons, Belgium.
- El Adoui, M., Stylianos, D., & Benjelloun, M. (09 September 2016). "Intra tumor heterogeneity as biomarker of response to treatment : prospective evaluation of parametric response mapping applied in MRI volumetric images of breast cancer" [Paper presentation]. EDT-Cancérologie Expérimentale: Annual Mini symposium 'Why and how to integrate the tumor microenvironment and the immune system in therapeutic strategies targeting cancer cells', Bruxelles, Belgium.
PRM_ABSTRACT_EL_ADOUI.pdf
Scientific congresses and symposiums/Paper published in a journal
- Belarbi, M. A., Mahmoudi, S., & Belalem, G. (2016). "Indexing videos by key frames" [Paper presentation]. The Dutch-Belgian DataBase Day, Mons, Belgium.
- Cremer, S., Bagein, M., Mahmoudi, S., & Manneback, P. (2016). "Amélioration des performances d'un moteur de base de données relationnelle embarqué par l'utilisation de GPU" [Paper presentation]. Conférence COMPAS 2016, Université de Bretagne Sud, Lorient, France.
- Mahmoudi, S. (2016). "Towards a Smart Selection of Resources for Low-energy Multimedia Processing" [Paper presentation]. The 2nd International Conference on Cloud Computing Technologies and Applications - CloudTech'16, Marrakech, Morocco.
Final_Version_Paper_SidiAhmedMahmoudi.pdf - Cremer, S., Bagein, M., Mahmoudi, S., & Manneback, P. (2016). "CuDB: a Relational Database Engine Boosted by Graphics Processing Units" [Paper presentation]. Proceedings of the First PhD Symposium on Sustainable Ultrascale Computing Systems, Timisoara, Romania.
Scientific congresses and symposiums/Poster
- El Adoui, M., Drisis, S., & Benjelloun, M. (09 September 2016). "Prospective evaluation by Parametric Response Mapping (PRM) applied in MRI volumetric images of breast cancer" [Poster presentation]. EDT-Cancérologie Expérimentale: Annual Mini symposium 'Why and how to integrate the tumor microenvironment and the immune system in therapeutic strategies targeting cancer cells', Bruxelles, Belgium.
Poster EL ADOUI.pdf
Diverse speeches and writings/Article for a general audience
- Alekseeva, E., Bagein, M., Caucheteur, C., Kouroussis, G., Lobry, J., Manneback, P., Mezmaz, M., Moeyaert, V., Tuyttens, D., & Vanherck, T. (2016). "INOGRAMS : un portefeuille de projets en vue d'un système global de gestion du rail".
Diverse speeches and writings/Other
- Mahmoudi, S. (2016). "Reconstruction de densité et de microarchitecture osseuses en 3D à partir de simples radiographies".
2015
Scientific journals/Book review
- Mahmoudi, S., Benjelloun, M., Vankerkem, M., Libert, G., Gillis, N., & Tuyttens, D. (2015). Les projets IG : innovation permanente, réalisations diverses, un travail en équipe et des clients réels. "Polytech News", (52), 20-21.
- Mahmoudi, S., Da Cunha Possa, P., Ravet, T., Drugman, T., Chessini Bose, R., Dutoit, T., & Valderrama, C. (01 October 2015). Sensor-based Framework for Automatic Cough Detection and Classification. "Advances in Intelligent Systems and Computing, 7" (2015).
ICT_Innovations_2015_submission_90.pdf - Pirlot, M., Lazouni, M. A., Mahmoudi, S., & Sobrie, O. (2015). Gestion hospitalière et aide à la décision. "Polytech News", (51), 16.
- Larhmam, M., Mahmoudi, S., Benjelloun, M., & Gillis, N. (2015). La vision par ordinateur au service de l'oncologie. "Polytech News", (51), 13.
Parts of books/Contribution to collective works
- Mahmoudi, S. (2015). Multi-CPU/Multi-GPU Based Framework for Multimedia Processing. In "Computer Science and Its Applications". Springer.
Scientific journals/Article
- Bagein, M., Cremer, S., & Fremal, S. (2015). Energy Efficiency for Ultrascale Systems: Challenges and Trends from Nesus Project. "Supercomputing Frontiers and Innovations".
- Fremal, S., Bagein, M., & Manneback, P. (20 August 2015). Optimisation des transferts de données inter-domaines au sein de Xen. "Technique et Science Informatiques, 34" (1-2), 31-52.
- Mahmoudi, S., Lecron, F., & Benjelloun, M. (24 June 2015). Digital mammograms classification for breast cancer detection. "International Journal of Computer Assisted Radiology and Surgery, S (2015) 10" (Suppl 1), 125-S126. doi:10.1007/s11548-015-1213-2
- Mahmoudi, S., & Manneback, P. (15 May 2015). Multi-CPU/Multi-GPU Based Framework for Multimedia Processing. "IFIP Advances in Information and Communication Technology, 456" (2015), 54-65.
- Nedjar, I., Daho, M. E. H., Settouti, N., Mahmoudi, S., & Chikh, M. A. (30 March 2015). Random forest based classification of medical x-ray images using a genetic algorithm for feature selection. "Journal of Mechanics in Medicine and Biology, Vol. 15" (2), 8. doi:10.1142/S0219519415400254
- Mahmoudi, S. (27 February 2015). Multi-GPU based framework for real-time motion analysis and tracking in multi-user scenarios. "EAI Endorsed Transactions. Creative Technologies, 2" (2), 1-10.
ct.2.2.e5.pdf - Tobon-Gomez, C., Geers, A., Peters, J., Weese, J., Pinto, K., Rashed, K., Ammar, M., Daoudi, A., Margeta, J., Sandoval, Z., Stender, B., Zheng, Y., A. Zuluaga, M., Betancur, J., Ayache, N., Chikh, M. A., Dillenseger, J.-L., Kelm, B. M., Mahmoudi, S., ... S. Rhode, K. (2015). Benchmark for algorithms segmenting the left atrium from 3D CT and MRI datasets. "IEEE Transactions on Medical Imaging". doi:10.1109/TMI.2015.2398818
- Daoudi, A., Mahmoudi, S., & Chikh, M. A. (2015). Automatic Segmentation of the Right Ventricle by Active Shape Model and a Distance Transform. "Journal of Medical Imaging and Health Informatics".
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (11 October 2015). "Images analysis and annotation for computer aided diagnosis and multimedia management: Invited talk" [Paper presentation]. Journées Doctorales Apprentissage Automatique & Web Intelligence (JDIM 2015), Mostaganem, Algeria.
- Mahmoudi, S., & Manneback, P. (31 May 2015). "Traitement Temps Réel d'Images et de Vidéos de Haute Définition sur GPU Multiples" [Paper presentation]. Journée Calcul Intensif. Colloque sur l'Optimisation et les Systèmes d'Information COSI'2015, Oran, Algeria.
Scientific congresses and symposiums/Paper published in a journal
- Daoudi, A., Mahmoudi, S., & Chikh, M. A. (2015). "Endocardial Ultrasound Segmentation using Level Set method" [Paper presentation]. 3rd International Conference on Signal, Image, Vision and their Applications, Guelma, Algeria.
- Kasmi, N., Mostapha, Z., Mahmoudi, S., & Manneback, P. (2015). "Taking Advantage of GPU/CPU Architectures for Sparse Conjugate Gradient Solver Computation" [Paper presentation]. Third World Conference on Complex Systems, Marrakech, Morocco.
WCCS15.pdf - Nedjar, I., Mahmoudi, S., Chikh, M. A., Abi-Yad, K., & Bouafia, Z. (2015). "Automatic Annotation of Liver CT Image: ImageCLEFmed 2015" [Paper presentation]. Working Notes of CLEF 2015 - Conference and Labs of the Evaluation forum, 2015. CEUR Workshop Proceedings 1391, CEUR-WS.org 2015, Toulouse, France.
Nedjar-Mahmoudi-Clef-2015-CR.pdf - Fremal, S., Bagein, M., & Manneback, P. (2015). "Optimizing Xen Inter-domain Communications" [Paper presentation]. The 8th International Workshop on Virtualization Technologies in Distributed Computing, Portland, United States - Oregon.
- 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.
- Belarbi, M. A., Mahmoudi, S., & Belalem, G. (2015). "Research and automatic video indexing by content" [Paper presentation]. Conférence Internationale sur le Traitement de l'Information Multimédia (CITIM'2015), Mascara, Algeria.
Scientific congresses and symposiums/Poster
- Kasmi, N., & Mahmoudi, S. (10 March 2015). "Taking Advantage of Heterogeneous Architectures for Conjugate Gradient Solver Computation" [Poster presentation]. 8ème édition de la Matinée des Chercheurs 2015 (MdC2015), Mons, Belgium.
- Seddati, O., Dupont, S., & Mahmoudi, S. (10 March 2015). "DNN for action recognition in videos" [Poster presentation]. 8ème édition de la Matinée de Chercheurs, Mons, Belgium.
Dissertations and theses/Doctoral thesis
- Fremal, S. (2015). "Contributions à l'amélioration des performances des machines virtuelles en termes de transfert de données : Application aux architectures GPU" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/40519
Diverse speeches and writings/Article for a general audience
- Dutoit, T., Valderrama, C., Drugman, T., & Mahmoudi, S. (2015). Vers une estimation qualitative et quantitative automatisée de la toux. "Polytech News N° 51".
2014
Scientific journals/Book review
- Frisson, C., Riche, N., Coutrot, A., Delestage, C.-A., Dupont, S., Ferhat, O., Guyade, N., Mahmoudi, S., Mancas, M., Mital, P. K., Ech aniz, A. P., Rocca, F., Rochette, A., & Yvart, W. (2014). Auracle: how are salient cues situated in audiovisual content? "The 10th International Summer Workshop on Multimedia Interfaces".
enterface14_report_auracle.pdf - Mahmoudi, S., & Tuyttens, D. (2014). Les projets IG : des réalisations en équipe au coeur des besoins de l'entreprise. "Polytech.News", (50).
Parts of books/Contribution to collective works
- Mahmoudi, S., Ozkan, E., Manneback, P., & Tosun, S. (2014). Taking Advantage of Heterogeneous Platforms in Image and Video Processing. In "Complex HPC book" (pp. 429-450). Wiley.
- Mahmoudi, S., Kierzynka, M., & Manneback, P. (2014). Real-Time GPU-Based Motion Detection and Tracking Using Full HD Videos. In "Intelligent Technologies for Interactive Entertainment" (pp. 12-21). Springer.
Scientific journals/Article
- Larhmam, M., Mahmoudi, S., Benjelloun, M., Mahmoudi, S., & Manneback, P. (2014). A Portable Multi-CPU/Multi-GPU based Vertebra Localization in Sagittal MR Images. "Lecture Notes in Computer Science", (2014), 209-218.
ICIAR2014_Spine_Localization.pdf - Possa, P., Mahmoudi, S., Harb, N., Valderrama, C., & Manneback, P. (10 October 2014). A Multi-Resolution FPGA-Based Architecture for Real-Time Edge and Corner Detection. "IEEE Transactions on Computers, 63" (10, Oct 2014), 2376-2388. doi:10.1109/TC.2013.130
IEEE_Trans.pdf - Mahmoudi, S., & Benjelloun, M. (01 July 2014). A classification based medical images retrieval system. "International Journal of Computer Assisted Radiology and Surgery, S (2014) 9" (Suppl 1), 77-S80. doi:10.1007/s11548-014-1023-y
- Larhmam, M., Benjelloun, M., & Mahmoudi, S. (25 June 2014). Towards a computer aided diagnosis for spine metastasis detection in MRI. "International Journal of Computer Assisted Radiology and Surgery, 9(2014)" (Suppl 1), 239.
- Mahmoudi, S., Kierzynka, M., Manneback, P., & Kurowski, K. (25 March 2014). Real-time motion tracking using optical flow on multiple GPUs. "Bulletin de l'Académie polonaise des sciences. Série des sciences techniques, 62" (1), 139-150. doi:10.2478/bpasts-2014-0016
- MERATI, M., Mahmoudi, S., & Chikh, M. A. (14 March 2014). Texture and Classifier Based Medical Images Retrieval. "Journal of Medical Imaging and Health Informatics, Volume 4" (Number 1), 43-48.
- Daoudi, A., & Mahmoudi, S. (31 January 2014). Automatic Segmentation of the Left Atrium on CT Images. "Lecture Notes in Computer Science, LNCS 8330", 14-23.
- Ammar, M., Mahmoudi, S., Chikh, M. A., & Abbou, A. (31 January 2014). Toward an Automatic Left Atrium Localization Based on Shape Descriptors and Prior Knowledge. "Lecture Notes in Computer Science, LNCS 8330", 42-48.
- Benjelloun, M., Dadi, E. W., & Daoudi, E. M. (06 January 2014). New approach for efficiently retrieving similar 3D models based on reducing the research space. "International Journal of Imaging and Robotics, 13" (2), 104-111.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (01 December 2014). "Medical images analysis and annotation for computer aided diagnosis: Invited talk" [Paper presentation]. IWMCS'2014 Second International Workshop on Mathematics and Computer Science, Tiratet, Algeria.
- Mahmoudi, S., & Manneback, P. (13 November 2014). "Multi-CPU-GPU based Image and Video processing" [Paper presentation]. Séminaire, Master 2 calcul scientifique, Lille, France.
Scientific congresses and symposiums/Paper published in a journal
- Benmouna, Y., Chikh, M. A., & Mahmoudi, S. (2014). "String Resource Integration in Gene Selection of microarray data" [Paper presentation]. The Biomedical Engineering International Conference BIOMEIC'14, Tlemcen, Algeria.
SRIGSconf_Biomeic14.pdf - Ammar, M., Mahmoudi, S., Chikh, M. A., & Abbou, A. (2014). "Interpretable segmentation process applied to cardiac short axis MRI images" [Paper presentation]. The Biomedical Engineering International Conference BIOMEIC'14, Tlemcen, Algérie, 2014, Tlemcen, Algeria.
- Kasmi, N., Mahmoudi, S., Zback, M., & Manneback, P. (2014). "Performance evaluation of sparse matrix-vector product (SpMV) computation on GPU architecture" [Paper presentation]. WCCS14, Agadir, Morocco.
WCCS14.pdf - Nedjar, I., Mahmoudi, S., & Chikh, M. A. (2014). "Content-based Medical Images Retrieval" [Paper presentation]. 19th INTERNATIONAL CONFERENCE ON MECHANICS IN MEDICINE AND BIOLOGY (ICMMB- 19), Bologna, Italy.
- Fremal, S. (2014). "Optimizing Xen inter-domain data transfer" [Paper presentation]. HPCS 2014 - The International Conference on High Performance Computing & Simulation, Bologna, Italy.
- Nedjar, I., Mahmoudi, S., & Chikh, M. A. (2014). "Annotation and retrieval approaches for medical images" [Paper presentation]. 4th Doctoral day JD-GBM'2014, Tlemcen , Algeria.
- Fremal, S. (2014). "Optimisation des transferts de données inter-domaines Xen" [Paper presentation]. ComPas'2014. Conférence en Parallélisme, Architecture et Système, Neuchâtel, Switzerland.
- Mahmoudi, S., & Manneback, P. (2014). "Tutoriel : Traitement Temps Réel d'Images et de Vidéos de Haute Définition sur GPU Multiples" [Paper presentation]. ComPas'2014. Conférence en Parallélisme, Architecture et Système, Neuchâtel, Switzerland.
Tutoriel Sidi Ahmed Mahmoudi ComPAS2014.pdf - Mahmoudi, S., & Manneback, P. (2014). "MultiGPU based Event Detection and Localization using High Definition Videos" [Paper presentation]. The 4th International Conference on Multimedia Computing and Systems (ICMCS'14), Marrakech, Morocco.
- Lazouni, M. A., Settouti, N., Daho, M. E. H., Mahmoudi, S., & Chikh, M. A. (2014). "Automatic Detection Of Difficult Tracheal Intubation" [Paper presentation]. The 4th International Conference on Multimedia Computing and Systems (ICMCS'14), Marrakech, Morocco.
- Tadrist, N., & Debauche, O. (2014). "La modélisation à l'aide du modèle SWAT des flux hydriques et du transport en suspension sur le bassin versant de la vallée de l'oued EL-Hachem" [Paper presentation]. Meeting international «Gestion des Ressources et Application Biotechnologiques en Aridoculture et cultures Oasiennes : Perspectives pour un Développement Durable des Zones Arides », Djerba, Tunisia.
Présentation de communication_nassima_djerba-02.pdf Nassima_article_Djerba.pdf
Scientific congresses and symposiums/Poster
- Tadrist, N., Debauche, O., Degré, A., & Xanthoulis, D. (12 May 2014). "Modeling using the SWAT model of water flow and transport in suspension in the watershed of the valley of Wadi El-Hachem" [Poster presentation]. The Third International Conference on Water Resources and Environmental Management (ICWRE-2014), Antalya, Turkey.
Tadrist_Abstract2.pdf
2013
Parts of books/Contribution to collective works
- Mahmoudi, S., & Benjelloun, M. (2013). Using Global Shape Descriptors for Content Medical Based Image Retrieval. In "Handbook of Research on ICTs and Management Systems for Improving Efficiency in Healthcare and Social Care". IGI Global.
Scientific journals/Article
- Lazouni, M. A., Chikh, M. A., & Mahmoudi, S. (02 December 2013). A New Computer Aided Diagnosis System for Pre-Anesthesia Consultation. "Journal of Medical Imaging and Health Informatics, 3" (4), 471-479.
- Lazouni, M. A., Daho, M. E. H., Settouti, N., Chikh, M. A., & Mahmoudi, S. (01 December 2013). Machine Learning Tool for Automatic ASA Detection. "Studies in Computational Intelligence, SCI 488", 9-16.
- Lecron, F., Boisvert, J., Mahmoudi, S., Labelle, H., & Benjelloun, M. (01 November 2013). Three-Dimensional Spine Model Reconstruction Using One-Class SVM Regularization. "IEEE Transactions on Biomedical Engineering, 60" (11), 3256-3264. doi:10.1109/TBME.2013.2272657
TBME2272657AcceptedVersion.pdf - Naoui, M., Belalem, G., & Mahmoudi, S. (01 September 2013). A Reflexion on Implementation Version for Active Appearance Model. "International Journal of Computer Vision and Image Processing, 3" (Issue 3), 16-30. doi:10.4018/ijcvip.2013070102
- Larhmam, M., Benjelloun, M., & Mahmoudi, S. (24 July 2013). Vertebra identification using template matching model and K-means clustering. "International Journal of Computer Assisted Radiology and Surgery, 8" (1), 1-11. doi:10.1007/s11548-013-0927-2
Vertebra identication using template matching model and kmeans clustering.pdf - Mahmoudi, S., Kierzynka, M., & Manneback, P. (02 July 2013). Real-Time GPU-Based Motion Detection and Tracking Using Full HD Videos. "Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, 124", 12-21.
Intetain2013.pdf - Mahmoudi, S., & Benjelloun, M. (27 June 2013). Medical images annotation and retrieval. "International Journal of Computer Assisted Radiology and Surgery, 8", 75-S78.
- Larhmam, M., Benjelloun, M., & Mahmoudi, S. (26 June 2013). A model-based approach for cervical spine mobility analysis. "International Journal of Computer Assisted Radiology and Surgery, Volume 8" (Supplement 1), 291-S292. doi:10.1007/s11548-013-0880-0
- Naoui, M., Belalem, G., & Mahmoudi, S. (2013). Towards an object-oriented client-server schema for active appearance model implementation. "Mediterranean Journal of Computers and Networks".
Scientific congresses and symposiums/Unpublished conference/Abstract
- Delplace, V., Pinel, F., Varette, S., Bouvry, P., & Manneback, P. (30 September 2013). "Comparing the Performance and Power Usage of GPU and ARM Clusters for Map-Reduce" [Paper presentation]. Cloud and Green Computing, Karlsruhe, Germany.
- Lecron, F. (12 September 2013). "3D model fitting on noisy 2D datasets" [Paper presentation]. Journée du Comité Scientifique du CMMI, Centre de Microscopie et d'Imagerie Moléculaire, Belgium.
- Lecron, F. (17 April 2013). "Statistical models of the spine with applications in medical image processing" [Paper presentation]. Image and Signal Processing Seminars, Université Catholique de Louvain, Belgium.
- Mahmoudi, S., & Manneback, P. (15 April 2013). "Optical flow based motion tracking on multiple GPUs" [Paper presentation]. 4th st Workshop of COST 0805 action. Open Network for High-Performance Computing on Complex Environments, Madrid, Spain.
- Mahmoudi, S. (14 March 2013). "Pour une meilleure exploitation des architectures Multi-CPU/Multi-GPU Application au traitement d'objets multimédias" [Paper presentation]. Formations CISM/CÉCI, Université de Louvain La Neuve, UCL, Belgium.
Pour une meilleure exploitation des architectures parallèles et hétérogènes ' Application au traitement d'objets multimédias'.pdf
Scientific congresses and symposiums/Paper published in a journal
- Daoudi, A., Mahmoudi, S., & Chikh, M. A. (2013). "Active shape model for the semi-automatic segmentation of the right ventricle" [Paper presentation]. INTERNATIONAL CONFERENCE ON SIGNAL, IMAGE, VISION AND THEIR APPLICATIONS (SIVA'13), Guelma , Algeria.
- Nedjar, I., Mahmoudi, S., & Chikh, M. A. (2013). "Content-based medical images classification" [Paper presentation]. INTERNATIONAL CONFERENCE ON SIGNAL, IMAGE, VISION AND THEIR APPLICATIONS (SIVA'13), Guelma , Algeria.
- Seriari, M., Chikh, M. A., & Mahmoudi, S. (2013). "Breast cancer diagnosis in digital mammogram using curvelet transform and GLCM features" [Paper presentation]. INTERNATIONAL CONFERENCE ON SIGNAL, IMAGE, VISION AND THEIR APPLICATIONS (SIVA'13), Guelma , Algeria.
- Fremal, S., Bagein, M., & Manneback, P. (2013). "Optimizing Performance of Batch of Applications on Cloud Servers exploiting Multiple GPUs" [Paper presentation]. International Conference on Complex Systems ICCS'12, Agadir, Morocco. doi:10.1109/ICoCS.2012.6458590
2012_ICCS'12_SF_MB_PM.pdf - Mahmoudi, S., & Manneback, P. (2013). "Real time Multi-GPU-based Event Detection in High Definition Videos" [Paper presentation]. The 5th International Conference on Electronics Engineering, Oran, Algeria.
- Benjelloun, M., Dadi, E. W., & Daoudi, E. M. (2013). "Large Scale 3D Shape Retrieval by exploiting mutli-core and GPU" [Paper presentation]. International Conference on Parallel and Distributed Processing Techniques and Applications, Las Vegas, United States - Nevada.
- Vandenbulcke, V., Lecron, F., Ducarroz, C., & Fouss, F. (2013). Customer segmentation based on a collaborative recommendation system: Application to a mass retail company. "Proceedings of the 2013 conference of European Marketing Academy".
Customer segmentation based on a collaborative recommendation system.pdf - Belaidi, S., Mahmoudi, S., & Chikh, M. A. (2013). "Automatic regions detection in X- rays images using SVM method" [Paper presentation]. Troisième Journée Doctorale en génie biologique et médical, Tlemcen, Algeria.
Scientific congresses and symposiums/Poster
- Tadrist, N., & Debauche, O. (18 December 2013). "LE TRANSPORT SOLIDE DANS L'OUED EL-HACHEM ET SES EFFETS SUR LA RECHARGE DE LA NAPPE À PARTIR DES LACHERS DU BARRAGE DE BOUKOURDANE (Nord de l'Algérie)" [Poster presentation]. Meeting international «Gestion des Ressources et Application Biotechnologiques en Aridoculture et cultures Oasiennes : Perspectives pour un Développement Durable des Zones Arides », Djerba, Tunisia.
Présentation_poster_djerba_1.pdf - Lecron, F., & Noël, S. (12 March 2013). "Machine learning regularization for the three-dimensional reconstruction of scoliotic spines" [Poster presentation]. 7ième Matinée des Chercheurs, Mons, Belgium.
- Larhmam, M., Benjelloun, M., & Mahmoudi, S. (12 March 2013). "A Model-Based Approach for Cervical Vertebra Segmentation" [Poster presentation]. 7ième Matinée des Chercheurs, Mons, Belgium.
- Mahmoudi, S. (10 March 2013). "For a smart processing of Full HD images and videos on Parallel and Heterogeneous Platforms" [Poster presentation]. La matinée des chercheurs 2013, Mons, Belgium.
Poster MDC 2013 For a Smart Processing.pdf
Dissertations and theses/Doctoral thesis
- Decan, A. (2013). "Certain Query Answering in First-Order Languages" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/41214
these-publique.pdf - Goeminne, M. (2013). "Understanding the Evolution of Socio-technical Aspects in Open Source Ecosystems: An Empirical Analysis of GNOME" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/8844
thesis.pdf - Mahmoudi, S. (2013). "Traitement Efficace d'Objets Multimédias sur Architectures Parallèles et Hétérogènes" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/41496
these.pdf - Lecron, F. (2013). "Modélisations statistiques de la colonne vertébrale et applications" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/6724
Diverse speeches and writings/Article for a general audience
- Mahmoudi, S. (2013). Traitement efficace d'objets multimédias sur architectures parallèles et hétérogènes. "Polytech News N° 49".
2012
Parts of books/Contribution to collective works
- Benjelloun, M., Mahmoudi, S., & Larhmam, M. (2012). Template Matching Approaches Applied to Vertebra Detection. In "Advances in Image Segmentation" (pp. 3-23). InTech.
InTech-Template_matching_approaches_applied_to_vertebra_detection.pdf
Scientific journals/Article
- Lecron, F., Benjelloun, M., & Mahmoudi, S. (09 November 2012). Cervical spine mobility analysis on radiographs: A fully automatic approach. "Computerized Medical Imaging and Graphics, 36" (8), 634-642.
- Lecron, F., Boisvert, J., Mahmoudi, S., Labelle, H., & Benjelloun, M. (08 October 2012). Fast 3D Spine Reconstruction of Postoperative Patients Using a Multilevel Statistical Model. "Lecture Notes in Computer Science, Volume 7511" (05), 446-453.
- Lecron, F., Benjelloun, M., & Mahmoudi, S. (25 June 2012). Descriptive Image Feature for Object Detection in Medical Images. "Lecture Notes in Computer Science, LNCS 7325", 331-338.
- Mahmoudi, S., Manneback, P., Augonnet, C., & Thibault, S. (21 June 2012). Traitements d'images sur architectures parallèles et hétérogènes : Traitement hétérogène d'images. "Technique et Science Informatiques, 31/8-10 - 2012" (8-9-10/2012), 1183-1203. doi:10.3166/tsi.31.1183-1203
documentation 2.pdf - Mahmoudi, S., & Benjelloun, M. (01 May 2012). A New Medical Image Retrieval Approach Based on Curvelet Transform. "International Journal of Computer Assisted Radiology and Surgery, 07" (S1), 103-S109. doi:10.1007/s11548-012-0705-6
- Ammar, M., Mahmoudi, S., Chikh, M. A., & Amine, A. (01 April 2012). Endocardial Border Detection in Cardiac Magnetic Resonance Images Using Level Set Method. "Journal of Digital Imaging, Volume 25" (Issue 2), 294-306. doi:10.1007/s10278-011-9404-z
- Ammar, M., Mahmoudi, S., Chikh, M. A., & Abbou, A. (01 March 2012). Automatic segmentation of cardiac magnetic resonance images using Active Appearance Models and Hausdorff distance. "Journal of Mechanics in Medicine and Biology, 12" (04), 1250059 (19. doi:10.1142/S0219519412005058
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (23 May 2012). "Traitement d'images et fouille de données au service de l'aide au diagnostic médical" [Paper presentation]. Deuxième Journée Doctorale en génie biologique et médical, Tlemcen, Algeria.
- Mahmoudi, S., & Manneback, P. (18 April 2012). "GPU-based real time motion tracking in high definition videos" [Paper presentation]. 3rd Workshop of COST action IC805. Open Network for High-Performance Computing on Complex Environments, Gênes, Italy.
Scientific congresses and symposiums/Paper published in a journal
- Dechamps, N., Bagein, M., Benjelloun, M., & Mahmoudi, S. (2012). "Boosting Open-Source Database Engines with Graphics Processors" [Paper presentation]. P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC), 2012 Seventh International Conference on, Victoria, Canada. doi:10.1109/3PGCIC.2012.83
PID2472297.pdf - Mahmoudi, S., & Manneback, P. (2012). "Efficient Exploitation of Heterogeneous Platforms for Images Features Extraction" [Paper presentation]. International Conference on Image Processing Theory Tools and Applications, Istanbul, Turkey.
Efficient Exploitation of Heterogeneous Platforms.PDF - Larhmam, M., Mahmoudi, S., & Benjelloun, M. (2012). "Semi-Automatic Detection of Cervical Vertebrae in X-ray Images Using Generalized Hough Transform" [Paper presentation]. 3 rd International Conference on Image Processing Theory, Tools and Applications.IPTA'12, Istanbul, Turkey.
PID2397819.pdf - Meziane, A., Mahmoudi, S., & Chikh, M. A. (2012). "Étude et comparaison des méthodes de segmentation d'images cérébrales" [Paper presentation]. Biomedical Engineering International Conference - BIOMEC 2012, Tlemcen - Algérie, France.
- Seriari, M., Mahmoudi, S., & Chikh, M. A. (2012). "Détection automatique des masses dans les images mammographiques" [Paper presentation]. Biomec 2012 Biomedical Engineering International Conference, Tlemcen, Algeria.
- Ammar, M., Mahmoudi, S., Chikh, M. A., & Abbou, A. (2012). "Segmentation de la cavité cardiaque gauche dans les images IRM par l'algorithme Espérance-Maximisation (EM)" [Paper presentation]. Biomedical Engineering International Conference - BIOMEC 2012, Tlemcen - Algérie, France.
- Mahmoudi, S., Lecron, F., Manneback, P., Benjelloun, M., & Mahmoudi, S. (2012). "Efficient Exploitation of Heterogeneous Platforms for Vertebra Detection in X-Ray Images" [Paper presentation]. Biomedical Engineering International Conference, Biomeic, Tlemcen, Algeria.
Efficient Exploitation of Heterogeneous Platforms for Vertebra Segmentation in X-Ray Images.pdf - Saad, S., Mahmoudi, S., & Manneback, P. (2012). "An Ontology for video human movement representation based on Benesh notation" [Paper presentation]. I-Semantics'2012, Graz, Austria. doi:10.1145/2362499.2362519
2012_ISEM_p141-saad.pdf - Saad, S., De Beul, D., Mahmoudi, S., & Manneback, P. (2012). "Annotation sémantique des mouvements humains par une approche ontologique" [Paper presentation]. COmpression et REprésentation des Signaux Audiovisuels (CORESA), Lille, France.
2012_CORESA_SaadDeBeulMahmoudiManneback.pdf - Saad, S., De Beul, D., Mahmoudi, S., & Manneback, P. (2012). "An Ontology for video human movement representation based on Benesh notation" [Paper presentation]. 2012 International Conference on Multimedia Computing and Systems (ICMCS), Tanger, Morocco. doi:10.1109/ICMCS.2012.6320129
2012_ICMCS_Saad_SM_PM_DDB.pdf - Lecron, F., Boisvert, J., Benjelloun, M., Labelle, H., & Mahmoudi, S. (2012). "Multilevel statistical shape models: A new framework for modeling hierarchical structures" [Paper presentation]. IEEE International Symposium on Biomedical Imaging, Barcelona, Spain.
ISBI2012.pdf - Lecron, F., Benjelloun, M., & Mahmoudi, S. (2012). "Fully automatic vertebra detection in x-ray images based on multi-class SVM" [Paper presentation]. SPIE Medical Imaging: Image Processing, San Diego, United States - California.
Learning materials/Course notes
- Debauche, O., Tadrist, N., & Ket, P. (2012). "Climwat 2.0 & Cropwat 8.0".
cropwat_20120103_1_1.pdf
2011
Scientific journals/Book review
- Bagein, M., Fremal, S., & Mahmoudi, S. (2011). Green Computing, ou comment les processeurs graphiques économisent le temps et l'énergie. "Polytech News", (46).
- Mahmoudi, S. (2011). La navigation dans les bases d'objets tridimensionnels au service de l'exploitation du patrimoine. "Polytech News", (45).
Scientific journals/Article
- Benjelloun, M., Mahmoudi, S., Lecron, F., & Libert, G. (2011). Mesure de la mobilité cervicale. "AIMS Journal".
- Lecron, F., Mahmoudi, S., Benjelloun, M., Mahmoudi, S., & Manneback, P. (15 August 2011). Heterogeneous Computing for Vertebra Detection and Segmentation in X-Ray Images. "International Journal of Biomedical Imaging, Volume 2011," (10.1155/2011), 1-12. doi:10.1155/2011/640208
640208.pdf - Lecron, F., Benjelloun, M., & Mahmoudi, S. (24 June 2011). Vertebra segmentation for the computer-aided cervical mobility evaluation on radiographs. "International Journal of Computer Assisted Radiology and Surgery, 06" (S1), 46-S52. doi:10.1007/s11548-011-0573-5
- Mahmoudi, S., Benjelloun, M., & Lecron, F. (23 June 2011). Medical image retrieval applied to computer aided diagnosis. "International Journal of Computer Assisted Radiology and Surgery, 06" (S1), 67-S73. doi:10.1007/s11548-011-0591-3
- Benjelloun, M., Mahmoudi, S., & Lecron, F. (03 June 2011). A Framework of Vertebra Segmentation Using the Active Shape Model-Based Approach. "International Journal of Biomedical Imaging, 2011".
- Mahmoudi, S., Benjelloun, M., & Filali Ansary, T. (30 January 2011). 3D Objects Retrieval using Curvature Scale Space and Zernike Moments. "Journal of Pattern Recognition Research, Volume 06" (Issue 01), 75-95.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S. (27 June 2011). "Traitement d'Objets Multimédia sur Architectures Multi-coeurs Hétérogènes (Multi-CPU/Multi-GPU)" [Paper presentation]. Séminaire en Informatique. Invité, INRIA Grenoble, France.
Scientific congresses and symposiums/Paper published in a journal
- Manneback, P., Gautier, T., Rünger, G., & Prieto Matias, M. (2011). "Topic 9: Parallel and Distributed Programming: Introduction" [Paper presentation]. Euro-Par 2011 - Parallel Processing, Bordeaux, France.
2011_Europar_topic9.pdf - Bombled, Q., Verlinden, O., Bagein, M., & Manneback, P. (2011). "A simple and efficient control architecture for walking robot" [Paper presentation]. ICINCO 2011, Noordwijkerhout, Netherlands.
QB-C-ICINCO 07.2011.pdf - Mahmoudi, S., Manneback, P., Augonnet, C., & Thibault, S. (2011). "Détection optimale des coins et contours dans des bases d'images volumineuses sur architectures multicoeurs hétérogènes" [Paper presentation]. 20èmes Rencontres Francophones de l'Informatique Parallèle, Saint-Malo, France.
Détection optimale des coins et contours dans des bases d'images volumineuses sur architectures multicoeurs hétérogènes.pdf - Boukesse, M., Fremal, S., Mégret, P., Bette, S., Manneback, P., & Moeyaert, V. (2011). "Optimum twisting parameter for the DVB-T2 column-twist interleaver" [Paper presentation]. WIC/IEEE SP Symposium on Information Theory and Signal Processing in the Benelux, Bruxelles, Belgium.
WICSP2011_poster.pdf - MERATI, M., & Mahmoudi, S. (2011). "Moteur de recherche d'images médicales en combinant la BEMD et le filtre de Gabor" [Paper presentation]. The First International Conference on Information Systems and Technologies, Tébessa , Algeria.
- Mahmoudi, S., Fremal, S., Bagein, M., & Manneback, P. (2011). "Calcul intensif sur GPU: exemples en traitement d'images, en bioinformatique et en télécommunication" [Paper presentation]. CIAE 2011 : Colloque d'Informatique, automatique et electronique, Casablanca, Morocco.
Calcul Intesif sur GPU.pdf
Scientific congresses and symposiums/Poster
- Fremal, S. (03 November 2011). "Gestion unifiée des accélérateurs graphiques en virtualisation" [Poster presentation]. Journée des doctorants, ULB, Belgium.
- Lecron, F., Benjelloun, M., & Mahmoudi, S. (03 November 2011). "3D reconstruction of the spine from multi-planar radiographs" [Poster presentation]. Grascomp Day, Graduate School in Computing Science of the Belgium's French Community, ULB, Bruxelles, Belgium.
- Mahmoudi, S. (21 June 2011). "Calcul Intensif sur GPU: Application au Traitement d'Objets Multimédia" [Poster presentation]. Journée des doctorants GRASCOMP, Liège, Belgium.
Poster_journée_des_Doctorants_à_Liège_Sidi_Mahmoudi.pdf - Fremal, S. (09 May 2011). "The data agglomeration as a way of optimization for GPUs" [Poster presentation]. ComplexHPC Spring School 2011 - - HPDC Middleware, Environments, and Tools - -, VU - University Amsterdam, Netherlands.
- Fremal, S. (22 March 2011). "L'agglomération des traitements sur processeurs graphiques" [Poster presentation]. Matinée des chercheurs, UMONS, Belgium.
- Lecron, F., Benjelloun, M., & Mahmoudi, S. (22 March 2011). "Reconstruction 3D de la colonne vertébrale à partir de radiographies multi-planaires" [Poster presentation]. 6ème édition de la Matinée des Chercheurs (MDC 2011), Mons, Belgium.
- Benjelloun, M. (07 March 2011). "La dynamique Vertébrale de la 2D à la 3D" [Poster presentation]. 6ème édition de la Matinée des Chercheurs (MDC 2011), Mons, Belgium.
Learning materials/Course notes
- Bagein, M. (2011). "Informatique Temps-Réel - chapitre 2: Méthodologie de développement des systèmes temps-réels".
Ch2_ITR_ConceptionSystemesTR_v3.pdf
Diverse speeches and writings/Article for a general audience
- Bagein, M., fremal, S., Mahmoudi, S., Noël, S., & Manneback, P. (2011). GPU ? Vous avez dit GPU ? "Polytech News N° 45".
2010
Parts of books/Contribution to collective works
- Benjelloun, M., & Mahmoudi, S. (2010). Semi-automatique vertebra segmentation. In "Handbook of research on developments in e-health and telemedecine: technological and social perspectives" (pp. 110-124). IGI Global.
Scientific journals/Article
- Xanthoulis, D., Debauche, O., Fonder, N., & Degré, A. (05 October 2010). Citerne d'eau de pluie et effet sur le débit à l'exutoire du bassin versant de l'Orneau dans la région de Gembloux (Belgique). "Biotechnologie, Agronomie, Société et Environnement, 15" (2), 239-249.
536-523-1-PB.pdf - Mancas, M., Ben Madhkour, R., Mahmoudi, S., & Ravet, T. (31 March 2010). VirTrack: Tracking for Virtual Studios: VirTrack: Tracking for Virtual Studios. "Quarterly Progress Scientific Report of the Numediart Research Program, 3" (1), 1-4.
numediart_2010_s09_p1_report.pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- Noël, S. (11 March 2010). "Service access negotiation in grids" [Paper presentation]. Grascomp Day, Graduate School in Computing Science of the Belgium's French Community, ULg, Liège, Belgium.
Scientific congresses and symposiums/Paper published in a journal
- Ammar, M., Chikh, M. A., & Mahmoudi, S. (2010). "Toward an Automatic Segmentation Method of Endocardial Border in Cardiac Magnetic Resonance Images" [Paper presentation]. The International Arab Conference on Information Technology ACIT 2010, Benghazi, Libya.
- Mahmoudi, S., Lecron, F., Manneback, P., Benjelloun, M., & Mahmoudi, S. (2010). "GPU-based segmentation of cervical vertebra in X-Ray images" [Paper presentation]. IEEE International Conference on Cluster Computing, Crete, Greece.
2010_SaM_FL_PM_MB_SM_IEEE.pdf - Lecron, F., Benjelloun, M., & Mahmoudi, S. (2010). "Points of Interest Detection in Cervical Spine Radiographs by Polygonal Approximation" [Paper presentation]. IPTA 2010, International conference on image processing theory, tools and applications, Paris, France.
- Lecron, F., Manneback, P., & Tuyttens, D. (2010). "Exploiting Grid Computation for Solving the Vehicle Routing Problem" [Paper presentation]. ACS/IEEE International Conference on Computer Systems and Applications, Hammamet, Tunisia.
2010_FL_PM_DT_IEEE.pdf - Benjelloun, M., Mahmoudi, S., & Lecron, F. (2010). "L'utilisation de la méthode active shape model pour la segmentation des vertèbres" [Paper presentation]. E-medisys 2010, the third international conference E-medisys 2010: E-medical systems, Fez, Morocco.
- Noël, S. (2010). "Service access negotiation in grids" [Paper presentation]. EuroDocInfo'2010, UVHC, Valenciennes, France.
- Benjelloun, M., Mahmoudi, S., & Lecron, F. (2010). "A New Semi-Automatic Approach for X-Ray Cervical Images Segmentation Using Active Shape Model" [Paper presentation]. BIOSIGNALS 2010, International Conference on Bio-inspired Systems and Signal Processing, Valence, Spain.
Dissertations and theses/Master’s dissertation
- Fremal, S. (2010). "Conception et mise en oeuvre d'algorithmes de sélection de ressources dans un environnement informatique hétérogène multi-processeur. : Application à un logiciel de bio-informatique" [Master’s dissertation, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/6016
Frémal Sébastien - Rapport TFE 2010.pdf
Learning materials/Course notes
- Malengreau, E., Ramon, F., & Vast, N. (2010). "Petite mise au point sur le calcul d'erreur : Atelier transdisciplinaire du Qap-Polytech".
2009
Scientific journals/Book review
- Noël, S., Manneback, P., & Silaghi, G. C. (24 August 2009). Response deadline evaluation in point-to-point negotiation on grids. "Lecture Notes in Computer Science, 5745", 15-27.
2009_SN_PM_LNCS_5745.pdf
Scientific journals/Article
- Benjelloun, M. (2009). Projet d'application dynart. "Elément 03", 26.
- Benjelloun, M., & Mahmoudi, S. (01 June 2009). Spine localization in x-ray images using interest point detection. "Journal of Digital Imaging, 22" (3), 309-318.
- Mejeded, M., & Mahmoudi, S. (03 May 2009). The deformable models and their applications in the processing of medical images : Les modèles déformables et leurs applications dans le traitement des images médicales. "CEUR Workshop Proceedings, Volume 547", 11.
- Mancas, M., Ravet, T., Mahmoudi, S., Hidot, S., Tilmanne, J., Chessini Bose, R., & Machy, C. (31 March 2009). Natural interaction between real and virtual world. "Quarterly Progress Scientific Report of the Numediart Research Program, 2" (1), 1-8.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Mahmoudi, S., & Manneback, P. (02 December 2009). "Traitements d'images sur GPU sous CUDA et OpenGL: application à l'imagerie médicale" [Paper presentation]. CIGIL09, Calcul intensif et grilles informatiques, USTL, Lille, France, Lille, France.
- Mahmoudi, S., Manneback, P., Lecron, F., Benjelloun, M., & Mahmoudi, S. (19 October 2009). "Parallel image processing with CUDA and OpenGL" [Paper presentation]. 1st scientific workshop, open network for high-performance computing on complex environments, action cost 805, Lisbon, Portugal, Lisbon, Portugal.
- Noël, S. (20 April 2009). "Delegation during negotiation of services on grids" [Paper presentation]. Coregrid rms institute meeting, Pisa, Italy.
Scientific congresses and symposiums/Paper published in a journal
- MERATI, M., & Mahmoudi, S. (2009). "Une Nouvelle Approche de Segmentation d'Images Médicales par Combinaison des deux Modèles Déformables : ASM et Snakes" [Paper presentation]. Conférence Nationale en Sciences et Technologies de l'Information et de la Communication - STIC 2009, M'Sila, Algeria.
- Noël, S. (2009). "Resource access negotiation in grids" [Paper presentation]. Rencontre Internationale de doctorants en informatique, Mons, Belgium.
Scientific congresses and symposiums/Poster
- Lecron, F., Mahmoudi, S., & Benjelloun, M. (01 July 2009). "Etude de la dynamique vertébrale 2D et 3D" [Poster presentation]. Nouveaux outils mathématiques pour l'analyse d'images et la vision par ordinateur, Figeac, France.
- Mahmoudi, S., & Manneback, P. (18 June 2009). "Traitement d'images en parallèle avec cuda et opengl sur gpu" [Poster presentation]. Nouveaux outils pour le traitement d'image et la vision par ordinateur, Figeac, France.
- Mahmoudi, S. (17 March 2009). "Calcul intensif Gpgpu" [Poster presentation]. Matinée des chercheurs 2009, Mons, Belgium.
MDC 2009. Sidi Mahmoudi.pdf - Benjelloun, M., Mahmoudi, S., & Lecron, F. (17 March 2009). "Etude de la dynamique vertébrale 2D et 3D" [Poster presentation]. Matinée des chercheurs 2009, Mons, Belgium.
2008
Scientific journals/Article
- Mancas, M., Bagein, M., Guichard, N., Hidot, S., Machy, C., Mahmoudi, S., & Siebert, X. (01 December 2008). Project # 4.3 : augmented virtual studio. "Quarterly Progress Scientific Report of the Numediart Research Program, 1" (4), 147-155.
AVS.PDF - Benjelloun, M., & Mahmoudi, S. (01 April 2008). X-ray image segmentation for vertebral mobility analysis. "International Journal of Computer Assisted Radiology and Surgery, 2" (6), 371-383.
- Degré, A., Dautrebande, S., Sohier, C., & Debauche, O. (15 January 2008). Statistique des extrêmes dans les bassins faiblement jaugés : application d'un modèle global pluie-débit à cinq bassins versants en région wallonne (Belgique). "Biotechnologie, Agronomie, Société et Environnement, 12" (4), 379-391.
372-359-1-PB.pdf
Scientific congresses and symposiums/Unpublished conference/Abstract
- Lecron, F., Manneback, P., & Tuyttens, D. (05 November 2008). "Solving the vehicle routing problem with paradiseo using grid'5000" [Paper presentation]. Deuxième journée aladdin-grid'5000, inria lille nord europe, Lille, France.
- Djungu, S.-J., Manneback, P., & Mathieu, F. (20 June 2008). "Block agorithms for computing pagerank by sites" [Paper presentation]. Parallel Matrix Algorithms and Applications, Neuchâtel, Switzerland.
Scientific congresses and symposiums/Paper published in a journal
- Roca, J., Pugnaghi, E., & Libert, G. (2008). "Solving an extended resource leveling problem with multiobjective evolutionary algorithms" [Paper presentation]. WCSET 2008, Bangkok, Thailand.
- Mahmoudi, S., Haidar, S., Ihaddadene, N., & Djeraba, C. (2008). "Abnormal Event Detection in Real Time Video" [Paper presentation]. First International Workshop on Multimodal Interactions Analysis of Users in a Controlled Environment, Island of Crete, Greece.
MIAUCE-04.pdf - Benjelloun, M., & Mahmoudi, S. (2008). "Image segmentation and feature extraction for visceral and vertebral dynamic" [Paper presentation]. LID 2008, International conference on medical imaging, Liège, Belgium.
- Bauwens, J.-F., Mahmoudi, S., & Benjelloun, M. (2008). "Segmentation evaluation to improve automatic vertebral segmentation" [Paper presentation]. LID 2008, International conference on medical imaging, Liège, Belgium.
Scientific congresses and symposiums/Poster
- Noël, S. (08 May 2008). "Delegation in service access negotiation" [Poster presentation]. Grid@Mons, Mons, Belgium.
- Bauwens, J.-F., Mahmoudi, S., & Benjelloun, M. (12 March 2008). "Segmentation evaluation to improve automatic vertebral segmentation" [Poster presentation]. LID 2008, International conference on medical imaging, Liège, Belgium.
- Noël, S. (28 February 2008). "Delegation in service access negotiation" [Poster presentation]. Matinée des Chercheurs 2008, Bruxelles, Belgium.
2007
Scientific journals/Book review
- Gruber, R., Keller, V., Thiémard, M., Wäldrich, O., Wieder, P., Ziegler, W., & Manneback, P. (01 January 2007). Integration of grid cost model into ISS/VIOLA meta-scheduler environment. "Lecture Notes in Computer Science, 4375", 215-224.
2007_PM_LNCS_4375.pdf
Scientific journals/Article
- Benjelloun, M., Téllez, H., & Prévot, R. (01 December 2007). Edge closing of synthetic and real images using polynomial fitting. "Journal of Convergence Information Technology, 2" (4), 8-19.
- Mahmoudi, S., & Daoudi, M. (01 October 2007). A probabilistic approach for 3D shape retrieval by characteristic views. "Pattern Recognition Letters, 28" (13), 1705-1718.
- Benjelloun, M., Mahmoudi, S., Prevot, R., & German, R. (01 September 2007). Vertebral mobility analysis using anterior faces detection. "Lecture Notes in Computer Science, 4678", 897-908.
- Mahmoudi, S., & Benjelloun, M. (01 September 2007). A new approach for cervical vertebrae segmentation. "Lecture Notes in Computer Science, 4756", 753-762.
- Mahmoudi, S. (2007). Spine localization and vertebral mobility analysis using faces contours detection. "Annual International Conference of IEEE-EMBS, Engineering in Medicine and Biology Society", 6557-6560.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Bauwens, J.-F., Mahmoudi, S., & Benjelloun, M. (24 July 2007). "A survey on evaluation techniques of vertebraesegmentation results" [Paper presentation]. EMEDYSIS07, Fez, Morocco.
- Noël, S., Manneback, P., Silaghi, G. C., & Wäldrich, O. (01 January 2007). "Delegation in service access negotiation" [Paper presentation]. CoreGRID Integration Workshop, Hersonissos, Creta, Greece.
Scientific congresses and symposiums/Paper published in a journal
- Mahmoudi, S., & Benjelloun, M. (2007). "Corner points detection for vertebral mobility analysis" [Paper presentation]. IEEE International Conference on Signal Processing and Communication, Dubaï, United Arab Emirates.
- Mahmoudi, S., & Benjelloun, M. (2007). "A new approach for cervical vertebrae segmentation" [Paper presentation]. CIARP 2007, 12th Iberoamerican Congress on Pattern Recognition, .
- Benjelloun, M., & Mahmoudi, S. (2007). "X-ray images mobility analysis using corners detection" [Paper presentation]. International Machine Vision and Image Processing Conference, Dublin, Ireland.
- Benjelloun, M., & Mahmoudi, S. (2007). "Mobility estimation and analysis in medical x-ray images using corners and faces contours detection" [Paper presentation]. International Machine Vision and Image Processing Conference 2007, .
- Benjelloun, M., & Mahmoudi, S. (2007). "Motion analysis in medical x-ray images using anterior faces detection" [Paper presentation]. Seventh IASTED International Conference on Visualization, Imaging and Image Processing, .
- Benjelloun, M., Mahmoudi, S., Prévot, R., & Rico, G. (2007). "Vertebral Mobility Analysis Using Anterior Faces Detection: Lecture Notes in Computer Science,4678,897-908" [Paper presentation]. Advanced Concepts for Intelligent Vision Systems, .
- Benjelloun, M., & Mahmoudi, S. (2007). "Spine localization and vertebral mobility analysis using faces contours detection" [Paper presentation]. 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Lyon, France.
Scientific congresses and symposiums/Poster
- Benjelloun, M. (07 March 2007). "Image Comparison" [Poster presentation]. Matinée des chercheurs (MDC'2007), Mons, Belgium.
- Benjelloun, M. (07 March 2007). "Analyse et évaluation de la dynamique Viscérale et Vertébrale" [Poster presentation]. Matinée des chercheurs 2007, Mons, Belgium.
2006
Scientific journals/Book review
- Noël, S., Delannoy, O., Emad, N., Manneback, P., & Petiton, S. (01 September 2006). A multi-level scheduler for the grid computing YML framework. "Lecture Notes in Computer Science, 4375", 87-100.
2007_PM_LNCS_4375B.pdf
Scientific journals/Article
- Benjelloun, M., Mahmoudi, S., & Tellez, H. (01 January 2006). Vertebra Edge Detection Using Polar Signature. "International Conference on Pattern Recognition, Volume 1, 2006", 476-479.
- Benjelloun, M., Mahmoudi, S., & Tellez, H. (2006). Verterbra Edge Detection and Motion Estimation with Polar Signature. "Proceedings. International Conference on Image Processing", 761-764.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Noël, S. (01 November 2006). "Grid scheduling with YML" [Paper presentation]. CoreGRID Workshop of Virtual Institute on Resource Management and Scheduling, .
- Manneback, P. (01 November 2006). "Les Grilles: une nouvelle révolution de l'Informatique?" [Paper presentation]. Colloque International sur l'Informatique et ses Applications, .
- Manneback, P. (01 November 2006). "Le partenariat entre la Commission Universitaire pour le Développement et l'Université Mohammed 1er d'Oujda" [Paper presentation]. Colloque International sur l'Informatique et ses Applications, .
- Noël, S. (01 September 2006). "A multi-level scheduler for the grid computing YML framework" [Paper presentation]. CoreGRID Workshop on Grid Middleware, .
- Dongmo Jiogo, C., & Manneback, P. (01 August 2006). "Dynamic load balancing of the power method on a grid" [Paper presentation]. 4th international workshop on Parallel Matrix Algorithms and Applications, .
2006_PMAA06.pdf - Cristiano, K., Dongmo Jiogo, C., Kuonen, P., Manneback, P., & Nguyen, T.-A. (01 January 2006). "Parallel Object Programming in Pop-C++: a case study for sparse matrix-vector multiplication" [Paper presentation]. Workshop of Parallel Object Oriented Programming for Scientific Computing, Nantes, France.
Scientific congresses and symposiums/Paper published in a journal
- Manneback, P., Dongmo Jiogo, C., & Kuonen, P. (2006). "Well balanced sparse matrix-vector multiplication on a parallel heterogeneous system" [Paper presentation]. IEEE International Conference on Cluster Computing, Barcelona, Spain.
2006_CD_PM_Cluster06.pdf - Djungu, S.-J., Manneback, P., & Mathieu, F. (2006). "Etude comparative des méthodes de calcul de PageRank" [Paper presentation]. CARI'2006, 8ème Colloque Africain sur la Recherche en Informatique, .
2006_Cari06.pdf - Djungu, S.-J., & Manneback, P. (2006). "Mise en oeuvre parallèle sur cluster d'algorithmes itératifs de pagerank" [Paper presentation]. 17è Rencontres francophones de l'informatique parallèle, Perpignan, France.
2006_Renpar06.pdf - Manneback, P. (2006). "Well balanced sparse matrix-vector multiplication on a parallel heterogeneous system" [Paper presentation]. IEEE International Conference on Cluster Computing, Barcelona, Spain.
- Benjelloun, M., Tellez, H., & Mahmoudi, S. (2006). "A New Method for Vertebrae Contours Detection in X-ray Images" [Paper presentation]. Irish Machine Vision and Image Processing Conference, Dublin, Ireland.
- Benjelloun, M., Tellez, H., & Mahmoudi, S. (2006). "A New Template Matching Method for Vertebrae Contours Detection in X-ray Images" [Paper presentation]. 6th IASTED International Conference on Visualization, Imaging, And Image Processing, Palma de Mallorca, Spain.
- Benjelloun, M., Tellez, H., & Mahmoudi, S. (2006). "Template Matching Method for Vertebra Region Selection" [Paper presentation]. 2nd IEEE International Conference on Information and Communication technologies: from theory to applications, Damasus, Syria.
2005
Scientific congresses and symposiums/Paper published in a journal
- Chassin de Kergommeaux, J., Krawczyck, H., Manneback, P., & Margalef, T. (2005). "Support Tools and Environments" [Paper presentation]. Euro-Par 2005, Lisbon, Portugal.
2005_PM_EuroparTopic1.pdf - Manneback, P., Bergère, G., Emad, N., Gruber, R., Keller, V., Kuonen, P., Nguyen, T.-A., Noël, S., & Petiton, S. (2005). "Towards a scheduling policy for hybrid methods on computational Grid" [Paper presentation]. CoreGRID Integration Workshop, Hersonissos, Creta, Greece.
2005_PM_CoregridA.pdf - Benjelloun, M. (2005). "Segmentation and feature extraction to evaluate the stomach dynamic" [Paper presentation]. Canadian Conference on Computer and Robot Vision, Victoria, British Columbia, Canada.
Scientific congresses and symposiums/Poster
- Potdevin, R., Amorison, A., Hellin, V., Raucq, P., & Manneback, P. (09 May 2005). "Portails de communication, de collaboration, de formation et de télétravail à la FPMs" [Poster presentation]. Journée d'échanges du Centre de Didactique Supérieure de l'académie universitaire Wallonie-Bruxelles, Parentville, Belgium.
Poster_CDS2005.pdf Descriptif_CDS2005.pdf
Diverse speeches and writings/Other
- Benjelloun, M. (2005). "LI3 : Logiciel de planification et d'affectation".
- Benjelloun, M., & Bauwens, J.-F. (2005). "Poster sur la Dynamique Viscérale et Vertébrale".
2004
Scientific congresses and symposiums/Unpublished conference/Abstract
- Bauwens, J.-F., & Manneback, P. (01 January 2004). "A general scheme for resource matching in the context of global computing" [Paper presentation]. Dagstuhl Seminar, Future Generation grids, 04451 Dagstuhl, .
- Beaumont, O., Daoudi, E. M., Maillard, N., Manneback, P., & Roch, J.-L. (01 January 2004). "Tradeoff to minimize extra-computations and stopping criterion tests for parallel iterative schemes" [Paper presentation]. Parallel Matrix Algorithms and Applications, Marseille, France.
Scientific congresses and symposiums/Paper published in a journal
- Mahmoudi, S., & Daoudi, M. (2004). "Partial Shape Retrieval By M-tree and a Bayesian Approach" [Paper presentation]. Computer Vision, Graphics and Image Processing - ICVGIP 2004, Kolkata, India.
- Filali Ansary, T., Vandeborre, J. P., Mahmoudi, S., & Mohamed, D. (2004). "A Bayesian framework for 3D models retrieval based on characteristic views" [Paper presentation]. The Second International Symposium on 3D Data Processing Visualization and Transmission - 3DPVT 2004, Thessaloniki, Greece.
- Potdevin, R., Dutoit, T., Fascilla, E., & Manneback, P. (2004). "Bilan d'une implantation du multimédia en faculté de sciences appliquées : de la solution technique à l'activité d'apprentissage" [Paper presentation]. 21e congrès de l'Association Internationale de Pédagogie Universitaire, Marrakech, Morocco.
Article_AIPU2004.pdf Presentation_AIPU2004.pdf - Seng, S., Bauwens, J.-F., & Manneback, P. (2004). "A survey of scheduling mechanisms for global computing systems" [Paper presentation]. International Conference on Computing, Communications and Control Technologies, Austin, United States - Texas.
2004_ICCT_PM_SS_JFB.pdf - Benjelloun, M., & Teran, R. (2004). "Visceral Dynamic Computing" [Paper presentation]. IEEE Southwest Symposium on Image Analysis and Interpretation, Lake Tahoe, Nevada, United States - Nevada.
Diverse speeches and writings/Other
- Arias, C., Bonezzi, R., Boulanger, N., Sezgin, E., Sundell, P., Torres-Gomez, A., & Valenzuela, M. (2004). "Dynamique Viscérale et Vertébrale".
2003
Scientific congresses and symposiums/Unpublished conference/Abstract
- Bagein, M., Pietquin, O., Ris, C., & Wilfart, G. (01 January 2003). "An Architecture for Voice-Enabled Interfaces over Local Wireless Networks" [Paper presentation]. 7th World Multiconference on Systemics, Cybernetics and Informatics, Orlando, United States - Florida.
- Bagein, M., Pietquin, O., Ris, C., & Wilfart, G. (01 January 2003). "Enabling Speech Based Access to Information Management Systems over Wireless Network" [Paper presentation]. 3rd workshop on Applications and Services in Wireless Networks, Berne, Switzerland.
Scientific congresses and symposiums/Paper published in a journal
- Mahmoudi, S., & Daoudi, M. (2003). "Retrieval by shape using CSS and M-tree" [Paper presentation]. he third international workshop on Content-Based Multimedia Indexing - CBMI 2003, Rennes , France.
- Hadim, M., Manneback, P., Bagein, M., & Maon, P. (2003). "Load balancing voice applications with Piranha" [Paper presentation]. International Conference on Parallel and Distributed Processing Techniques and Applications, Las Vegas, United States - Nevada.
Reports/Internal report
- Libert, G., & Benjelloun, M. (2003). "Modèle d'ordonnancement et de conduite de lignes de fabrication". https://orbi.umons.ac.be/handle/20.500.12907/6694
Dissertations and theses/Doctoral thesis
- Mahmoudi, S. (2003). "Indexation de formes planes : application à la reconnaissance multi-vues de modèles 3D" [Doctoral thesis, Université de Mons]. ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/41568
2002
Scientific journals/Article
- Mahmoudi, S., & Daoudi, M. (11 July 2002). 3D Models Retrieval by using Characteristic Views. "International Conference on Pattern Recognition, Volume 16" (Issue 2), 457-460.
Scientific congresses and symposiums/Paper published in a journal
- Mahmoudi, S., & Daoudi, M. (2002). "Une nouvelle méthode d'indexation 3D" [Paper presentation]. 13ème Congrès de Reconnaissance des Formes et d'Intelligence Artificielle, RFIA 2002, Angers, France.
- Manneback, P. (2002). "Tour d'horizon des technologies XML" [Paper presentation]. 2èmes Journées Multimédia, Namur, Belgium.
- Allouis, F. R., Lazarou, J., & Manneback, P. (2002). "Le projet QuizzML, gestion de questionnaires sur le web à l'aide de XML et de servlets Java" [Paper presentation]. 2èmes Journées Multimédia, Namur, Belgium.
- Maillard, N., Daoudi, E. M., Manneback, P., & Roch, J.-L. (2002). "Contrôle amorti des synchronisation pour le test d'arrêt des méthodes itératives" [Paper presentation]. RenPar'14, Hammamet, Tunisia.
2002-renpar-nm.pdf
2001
Books/Book published as author, translator, etc.
- Bagein, M., Dutoit, T., Malfrère, F., Ruelle, A., Tounsi, N., & Wynsberghe, D. (2001). "Le projet EULER, Vers une synthèse de parole générique et multilingue". Editions Hermes.
Scientific congresses and symposiums/Paper published in a journal
- Mahmoudi, S., Jacob, G., Oussous, N.-E., & Petitot, M. (2001). "Un paquetage MAPLE pour les séries rationnelles non commutatives" [Paper presentation]. Colloque International Algèbre Linéaire et Arithmétique ALA'2001: Calcul Numérique, Symbolique et Parallèle, Rabat , Morocco.
- Daoudi, E. M., Manneback, P., & Mostapha, Z. (2001). "Communication overhead for parallel sparse Cholesky factorization on a reconfigurable network" [Paper presentation]. ICCIT'2001, Montclair State University, United States.
- Benjelloun, M., Libert, G., & Rico, G. (2001). "Detection, localization and representation of cervical vertebrae" [Paper presentation]. 6th Computer Vision Winter Workshop, Bled, Slovenia.
- Bagein, M., Bozkurt, B., & Dutoit, T. (2001). "Demo system for NU-MBROLA concatenator" [Paper presentation]. 4th ISCA Tutorial and Research Workshop on Speech Synthesis, Blair Atholl, United Kingdom.
- Daoudi, E. M., Manneback, P., & Zbakh, M. (2001). "Une nouvelle approche de distribution de données pour l'élimination de Gauss creuse" [Paper presentation]. Congrès international ALA'2001, Algèbre linéaire et arithmétique: calcul numérique, symbolique et parallèle (suite en remarque), .
- Bagein, M., Bozkurt, B., & Dutoit, T. (2001). "From MBROLA to NU-MBROLA" [Paper presentation]. 4th ISCA Tutorial and Research Workshop on Speech Synthesis, Blair Atholl, United Kingdom.
- Manneback, P. (2001). "Quelques grandes tendances actuelles de l'informatique parallèle et distribuée" [Paper presentation]. Congrès international ALA'2001, Algèbre linéaire et arithmétique: calcul numérique, symbolique et parallèle (suite en remarque), .
- Daoudi, E. M., Manneback, P., & Zbakh, M. (2001). "Dynamic block data distribution for parallel sparse gaussian elimination" [Paper presentation]. Computing and Information Technologies, Montclair State University, United States - New Jersey.
- Benjelloun, M., Libert, G., & Rico, G. (2001). "Semi-automatic Corner detection and validation of cervical vertebrae" [Paper presentation]. International Conference on Image and Signal Processing, Agadir, Morocco.
Scientific congresses and symposiums/Poster
- Benjelloun, M., & Rico, G. (01 May 2001). "Détection de défauts sur des produits plats en défilement rapide" [Poster presentation]. International Conference on Image and Signal Processing, Agadir, Morocco.
2000
Scientific journals/Article
- Allouis, F. R., & Manneback, P. (2000). XML en 5 leçons, Inside Internet. "Network and Telecoms".
- Manneback, P. (2000). XML, une révolution pour l'édition sur le web? "Network and Telecoms", (Best of Publishing), 62.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Bagein, M., Durieux, C., Malfrère, F., Pagel, V., Ruelle, A., Tounsi, N., & Wynsberghe, D. (01 January 2000). "Le Projet EULER : la synthèse de la parole générique multilingue" [Paper presentation]. XXIIIè Journées d'Etudes sur la Parole, Aussois, France.
Scientific congresses and symposiums/Paper published in a journal
- Bagein, M., Dutoit, T., Malfrère, F., Pagel, V., Ruelle, A., Tounsi, N., & Wynsberghe, D. (2000). "Vers un logiciel multilingue et gratuit pour l'aide aux personnes handicapées de la parole: le projet W" [Paper presentation]. Handicap'2000, Paris, France.
- Daoudi, E. M., Manneback, P., Meziane, A., & El Hadj, Y. O. (2000). "Study of the load balancing in the parallel training for automatic speech recognition" [Paper presentation]. EuroPar'2000, Munich, Germany.
2000_EMD_PM_Europar2000.pdf - Fanton, O., Gleyse, B., & Manneback, P. (2000). "Approximation des zéros d'un polynôme complexe sur ordinateurs parallèles par la méthode de Weyl: comparaison de schémas de distribution de données" [Paper presentation]. RenPar'2000, .
fanton_renpar2000.ps - Bagein, M., Dutoit, T., Malfrère, F., Pagel, V., Ruelle, A., Tounsi, N., & Wynsberghe, D. (2000). "EULER : an Open, Generic, Milti-lingual and Multi-Platform Text-To-Speech System" [Paper presentation]. LREC'00, Athens, Greece.
- Bagein, M., Dutoit, T., Malfrère, F., Pagel, V., Ruelle, A., Tounsi, N., & Wynsberghe, D. (2000). "The EULER Project : an Open, Generic, Multi-lingual and Multi-Platform Text-To-Speech System" [Paper presentation]. ProRISC'2000, Veldhoven, Netherlands.
Reports/Internal report
- Benjelloun, M. (2000). "Etat d'avancement du logiciel DYNART et du logiciel DYNVIS". https://orbi.umons.ac.be/handle/20.500.12907/42158
- Benjelloun, M. (2000). "'O.E.P.C. 2000 : Modèle d'Optimisation Économique des Phases à Chaud". https://orbi.umons.ac.be/handle/20.500.12907/11391
Diverse speeches and writings/Other
- Benjelloun, M. (2000). "L'utilisation du parallélisme en traitement d'images".
1999
Scientific congresses and symposiums/Unpublished conference/Abstract
- Geib, J.-M., Hendrickson, B., Manneback, P., & Roman, J. (01 January 1999). "Scheduling and load balancing" [Paper presentation]. Euro-Par'99, .
1999_PM_EuroparTopic3.pdf
Scientific congresses and symposiums/Paper published in a journal
- Rezgui, A., Manneback, P., & Benjelloun, M. (1999). "Une solution multithreadée avec pivots dynamiques pour les systèmes linéaires à bande variable sur architecture SMP" [Paper presentation]. RenPar'11, Rennes, France.
Reports/Internal report
- Benjelloun, M. (1999). "PIKASSO : Programmation des lignes de peinture de Ramet". https://orbi.umons.ac.be/handle/20.500.12907/38302
1998
Scientific journals/Article
- Chen, W., & Libert, G. (15 December 1998). Real-Time Automatic Visual Inspection of High-Speed Plane Products by Means of Parallelism. "Real - Time Imaging, 4" (6), 379-388.
Reports/Internal report
- Benjelloun, M. (1998). "O.E.P.C. Modèle d'Optimisation Économique des Phases à Chaud : Le Prototype". https://orbi.umons.ac.be/handle/20.500.12907/33012
- Benjelloun, M. (1998). "Contrôle de qualité des dents des lames circulaires pour CarboDiam". https://orbi.umons.ac.be/handle/20.500.12907/17491
1997
Scientific journals/Article
- Draye, J.-P., Pavisic, D., Cheron, G., & Libert, G. (15 October 1997). An inhibitory weight initialization improves the speed and quality of recurrent networks learning. "Neurocomputing, 16" (3), 207-224.
- Draye, J.-P., Cheron, G., Bourgeois, M., Pavisic, D., & Libert, G. (15 September 1997). Improved identification of human shoulder kinematics with muscle biological filters. "Lecture Notes in Computer Science, 1211", 417-428.
- Draye, J.-P., Cheron, G., Libert, G., & Godaux, E. (15 May 1997). Emergence of clusters in the hidden layer of a dynamic recurrent neural network. "Biological Cybernetics, 76" (5), 365-374.
- Draye, J.-P., Cheron, G., Bourgeois, M., Pavisic, D., & Libert, G. (15 January 1997). Improved identification of complex temporal systems with dynamic recurrent neural networks. Application to the identification of electromyography and human arm trajectory relationship. "International Journal of Intelligent Systems, 7" (1), 83-102.
- Lobry, J., & Manneback, P. (01 January 1997). Parallel MR-BEM using ScaLAPACK. "Engineering Analysis with Boundary Elements, 19" (1), 41-48.
1997_MRBEM_LobryPM.pdf - Manneback, P. (01 January 1997). Solving irregular sparse linear systems on a multicomputer using the CGNR method. "International Journal of Supercomputer Applications, 11", 205-211.
Reports/Internal report
- Benjelloun, M. (1997). "Traitement d'images en ostéopathie". https://orbi.umons.ac.be/handle/20.500.12907/26115
1996
Scientific journals/Book review
- Bougé, L., Dekeyser, J.-L., & Manneback, P. (01 January 1996). Editorial du numéro spécial RenPar'7, Panorama du parallélisme dans le monde francophone. "Technique et Science Informatiques, 15", 527.
Scientific journals/Article
- Cheron, G., Draye, J.-P., Libert, G., & Bourgeois, M. (15 June 1996). A Dynamical Neural Network Identification of Electromyography and Arm Trajectory Relationship during Complex Movements. "IEEE Transactions on Biomedical Engineering, 43" (5), 552-558.
- Draye, J.-P., Pavisic, D., Cheron, G., & Libert, G. (15 May 1996). Dynamic Recurrent Neural Networks: a Dynamical Analysis. "IEEE Transactions on Systems, Man, and Cybernetics, 26" (5), 692-706.
- Draye, J.-P., Cheron, G., Libert, G., & Godaux, E. (15 May 1996). Improvements of the Neural Network Simulation of the Vestibulo-Oculomotor Integrator. "Annals of the New York Academy of Sciences, 781", 594-599.
- Colin, J.-N., Geib, J.-M., & Libert, G. (1996). Using threads to implement parallel tasks. "Advances in Parallel Computing", 271-278.
- Benjelloun, M., Finet, E., & Libert, G. (1996). L'inspection en temps réel à grande vitesse. "Real-Time & Embedded Systems".
Scientific congresses and symposiums/Paper published in a journal
- Qin, J., Chan, K. Y., & Manneback, P. (1996). "Performance analysis in parallel triangular solver" [Paper presentation]. IEEE International Conference on Algorithms and Architectures for Parallel Processing, Taipei, Taiwan. doi:10.1109/ICAPP.1996.562902
1996_IEEE_Qin_Chan_PM_TriSolve_ICAPP.pdf
Reports/Internal report
- Storme, A., Meunier, L., Agimont, G., & Benjelloun, M. (1996). "Interface Homme-Machine pour le réaffûtage". https://orbi.umons.ac.be/handle/20.500.12907/11673
- Benjelloun, M., Mertens, O., & Desqueper, L. (1996). "Object n-error Handling". https://orbi.umons.ac.be/handle/20.500.12907/37455
Diverse speeches and writings/Other
- Benjelloun, M., Finet, E., & Libert, G. (1996). "Le traitement parallèle pour l'inspection temps réel".
1995
Scientific journals/Article
- Draye, J.-P., Pavisic, D., Cheron, G., & Libert, G. (15 July 1995). Adaptative time constants improve the prediction capability of recurrent neural network. "Neural Processing Letters, 2" (3), 12-16.
- Jia, W., & Libert, G. (15 June 1995). Distributed Implementations of Communicating Objects. "Concurrency and Computation: Practice and Experience, 7" (6), 515-541.
Scientific congresses and symposiums/Paper published in a book
- Dekeyser, J.-L., Libert, G., & Manneback, P. (1995). "Actes des septièmes Rencontres Francophones sur le Parallélisme" [Paper presentation]. Renpar'7, Mons, Belgium.
Scientific congresses and symposiums/Paper published in a journal
- Peng, G., Libert, G., & Manneback, P. (1995). "Software reuse in parallel computing" [Paper presentation]. SIPAR workshop on parallel and distributed systems, Bienne, Switzerland.
Diverse speeches and writings/Other
- Benjelloun, M. (1995). "L'inspection en temps réel à grande vitesse".
1994
Parts of books/Contribution to collective works
- Gandibleux, X., Rosenthal-Sabroux, C., & Libert, G. (1994). Multicriteria approach for intelligent decision support in supervisory control. In "Annals of Operational Research" (pp. 327-347). J.C. Baltzer AG Science Publishers.
- Manneback, P., & Qin, J. (1994). Modelling Performance of MICCG Algorithms on a Multicomputer. In A. E. Fincham & B. Ford (Eds.), "Parallel Computation". Oxford University Press.
- Manneback, P., Daoudi, E. M., & Qin, J. (1994). Optimal Scheduling and Granularity for a 2D-grid precedence graph on a MIMD computer. In "Massively Parallel Processing Applications and Development" (pp. 879-886). Elsevier.
Scientific journals/Article
- Daoudi, E. M., & Libert, G. (16 June 1994). Complexité de la parallélisation de la factorisation de Givens. "International Journal of Computer Science Issues, II", 109-131.
- Draye, J.-P., Cheron, G., Libert, G., & Godaux, E. (15 June 1994). Supervised neural network simulation of the integrator of the oculomotor system. "Journal of Biomechanics, 27" (6), 775-776.
- Libert, G., & Wang, L. (01 June 1994). Combining pattern recognition technique with Akaike's information criteria for identifying ARMA models. "IEEE Transactions on Signal Processing, 42" (6), 1388-1396.
- Gandibleux, X., Cartignies, E., Libert, G., & Millot, P. (01 June 1994). SMART: Etude de la faisabilité d'un solveur de problèmes de mobilisation de réserve tertiaire d'électricité. "Revue des Systèmes de Décision, 3" (1), 45-67.
Scientific congresses and symposiums/Paper published in a journal
- Chen, W., Libert, G., & Manneback, P. (1994). "A real-time parallel algorithm for the feature extraction of connected components" [Paper presentation]. ICARV'94 (3rd International Conference on Automation, Robotics and Computer Vision, Singapore, Singapore.
- Manneback, P., & Peng, G. (1994). "Towards an object oriented distributed matrix computation library above C and PVM" [Paper presentation]. 1st European PVM users Group, Roma, Italy.
Reports/Internal report
- Benjelloun, M. (1994). "Nouvel équipement de détection de défauts sur une surface défilant à grande vitesse". https://orbi.umons.ac.be/handle/20.500.12907/3474
1993
Parts of books/Contribution to collective works
- Pavisic, D., & Libert, G. (1993). A gradient technique for adapting operator probabilities in genetic algorithms. In "INTERNATIONAL JOURNAL ON NEURAL AND MASS-PARALLEL COMPUTING AND INFORMATION SYSTEMS" (pp. 815-824). Academy of Sciences of the Czech Republic.
- Draye, J.-P., & Libert, G. (1993). Dynamic recurrent neural networks: theoretical aspects and optimization. In "INTERNATIONAL JOURNAL ON NEURAL AND MASS-PARALLEL COMPUTING AND INFORMATION SYSTEMS" (pp. 705-714). Academy of Sciences of the Czech Republic.
Scientific journals/Article
- Libert, G., Wang, L., & Liu, B. (01 June 1993). An innovation state space approach for time series forecasting. "Journal of Time Series Analysis, 14" (6), 589-601.
Scientific congresses and symposiums/Paper published in a journal
- Chen, W., Libert, G., & Manneback, P. (1993). "Un algorithme parallèle de calcul des propriétés des régions connexes" [Paper presentation]. Renpar'5, Brest, France.
Diverse speeches and writings/Other
- Benjelloun, M., Delaunois, J.-M., & Libert, G. (1993). "Le calcul parallèle pour la détection de défauts sur des produits plats en défilement rapide".
1992
Parts of books/Contribution to collective works
- Manneback, P., Qin, J., & Libert, G. (1992). Performance models of MICCG algorithm on distributed memory MIMD computers. In "Parallel Computing: From Theory to Sound Practice" (pp. 52-59). IOS Press, Amsterdam.
- Manneback, P., & Qin, J. (1992). Algorithmic performance on a distributed memory MIMD computer: a case study. In "Transputers'92" (pp. 172-178). IOS Press, Amsterdam.
- Teghem, J., & Benjelloun, M. (1992). Some experiments to compare rough sets theory and ordinal statistical methods. In "Intelligent Decision Support: Handbook of Applications and Advances of Rough Set Theory,R.Slowinski". Ed. Dordrecht, The Netherlands: Kluwer, 1992, vol. 11, System Theory, Knowledge Engineering and Problem Solving.
- Daoudi, E. M., & Manneback, P. (1992). Implementation of ICCG algorithm on distributed memory architecture. In "Iterative Methods in Linear Algebra" (pp. 339-347). North-Holland Publishing Co.
Scientific journals/Article
- Libert, G., Wang, L., & Liu, B. (01 January 1992). The choice of a forecasting model. "Journal of Systems Science and Systems Engineering, 1" (1), 1-11.
Scientific congresses and symposiums/Paper published in a journal
- Wang, L., Libert, G., & Manneback, P. (1992). "Kalman filter algorithm based on singular value decomposition" [Paper presentation]. Decision and Control, 1992., Proceedings of the 31st IEEE Conference on, Tucson, United States - Arizona.
1992_IEEE_Tucson.pdf - Wang, L., Libert, G., & Manneback, P. (1992). "A singular value decomposition (SVD) based Kalman filter algorithm" [Paper presentation]. ISSPA'92, Queensland, Australia.
1991
Scientific congresses and symposiums/Paper published in a journal
- Dergal, A., Libert, G., & Millot, P. (1991). "Les modèles temporels en IA" [Paper presentation]. ICO: Science cognitive, Montréal, Canada.
- Daoudi, E. M., & Manneback, P. (1991). "Parallel ICCG Algorithm on Distributed Memory Architecture" [Paper presentation]. SIAM Conference on Parallel Processing for Scientific Computing, Houston, United States - Texas.
1990
Parts of books/Contribution to collective works
- Libert, G., & Daoudi, E. M. (1990). Parallel GIVENS factorization on a shared memory multiprocessor. In "Lecture Notes in Computer Science" (pp. 131-142). Springer Verlag.
1989
Scientific journals/Article
- Libert, G. (01 October 1989). INDEX : An expert system shell for the real-time command of industrial processes. "Journal A. Benelux Quarterly Journal on Automatic Control, 30" (4), 37-46.
1986
Scientific journals/Article
- Golub, G. H., Manneback, P., & Toint, P. L. (01 January 1986). A Comparison Between Some Direct and Iterative Methods for Certain Large Scale Geodetic Least Squares Problems. "SIAM Journal on Scientific Computing, 7" (3), 799-816.
Scientific congresses and symposiums/Unpublished conference/Abstract
- Manneback, P. (01 January 1986). "A new algorithm for the computation of principal angles and vectors between subspaces spanned by large matrices" [Paper presentation]. COMPSTAT'86, Rome, Italy.
1985
Scientific journals/Article
- Libert, G. (01 October 1985). Expert Systems. "Belgian Journal of Operations Research, Statistics and Computer Science [=JORBEL], 25" (4), 39-68.
1982
Scientific congresses and symposiums/Unpublished conference/Abstract
- Baufays, P., Manneback, P., & Rasson, J.-P. (01 January 1982). "A new approach for krigeage problems" [Paper presentation]. COMPSTAT, Toulouse, France.