Publications
Saïd MAHMOUDI
Open the Institutional Repository
Number of publications : 272
    2024
    Scientific congresses and symposiums/Unpublished conference/Abstract
    • Colantonio, L., Equeter, L., Giovannelli, H., Mahmoudi, S., Dehombreux, P., & Ducobu, F. (2024). "Image Processing With Deep-Learning And Transfer Learning For Cutting Tool Degradation Monitoring" [Paper presentation]. 12th CIRP Global Web Conference (CIRPe 2024).
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    2023
    Scientific journals/Article
    • 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".
    • 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
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (01 February 2023). Single node deep learning frameworks: Comparative study and CPU/GPU performance analysis. "Concurrency and Computation: Practice and Experience, 35" (14).
    • 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
    • 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
    • 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
    • Ait Abdelouahid, R., Debauche, O., Mahmoudi, S., & Marzak, A. (2023). Literature Review: Clinical Data Interoperability Models. "Information, 14" (7).
    Scientific congresses and symposiums/Unpublished conference/Abstract
    • 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 journal
    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.
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    2022
    Scientific journals/Article
    • Laidi, A., Ammar, M., Daho, M. E. H., & Mahmoudi, S. (21 December 2022). Deep Learning Models for Coronary Atherosclerosis Detection in Coronary CT Angiography. "Current Medical Imaging Reviews, 19". doi:10.2174/1573405619666221221092933
    • 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
    • Berrani, S., Yachir, A., Djamaa, B., Mahmoudi, S., & Aissani, M. (September 2022). Towards a new semantic middleware for service description, discovery, selection, and composition in the Internet of Things. "Transactions on Emerging Telecommunications Technologies, 33" (9). doi:10.1002/ett.4544
    • Ammar, M., & Mahmoudi, S. (August 2022). A NEW STRATEGY FOR AUTOMATIC BREAST CANCER SEGMENTATION IN MRI IMAGES. "Journal of Mechanics in Medicine and Biology, 22" (6). doi:10.1142/S0219519422500555
    • 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".
    • Belarbi, M. A., Mahmoudi, S., Belalem, G., Mahmoudi, S., & Cools, A. (June 2022). A New Comparative Study of Dimensionality Reduction Methods in Large-Scale Image Retrieval. "Big Data and Cognitive Computing, 6" (2), 54. doi:10.3390/bdcc6020054
    • Belgacem, A., Mahmoudi, S., & Kihl, M. (June 2022). Intelligent multi-agent reinforcement learning model for resources allocation in cloud computing. "Journal of King Saud University - Computer and Information Sciences, 34" (6), 2391 - 2404. doi:10.1016/j.jksuci.2022.03.016
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (2022). Distributed Deep Learning: From Single-Node to Multi-Node Architecture. "Electronics". doi:10.3390/electronics11101525
    • Messadi, M., Mahmoudi, S., & Bessaid, A. (May 2022). ANALYSIS OF SPECIFIC PARAMETERS FOR SKIN TUMOR CLASSIFICATION. "Journal of Mechanics in Medicine and Biology, 22" (4). doi:10.1142/S0219519422500178
    • 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
    • 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
    • Debauche, O., Mahmoudi, S., & Guttadauria, A. (2022). A new edge computing architecture for IoT and multimedia data management. "Information". doi:10.3390/info13020089
    • 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.
    • 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
    • Nedjar, I., Chikh, M. A., & Mahmoudi, S. (2022). A topological approach for mammographic density classification using a modified synthetic minority over-sampling technique algorithm. "International Journal of Biomedical Engineering and Technology, 38" (2), 193. doi:10.1504/ijbet.2022.10045038
    • Mahmoudi, S., & Belarbi, M. A. (2022). Large Scale Multimedia Management: Recent Challenges. "Information, 13" (1), 28. doi:10.3390/info13010028
    • Chakraborty, C., Diván, M. J., & Mahmoudi, S. (2022). Multimedia medical data-driven decision making. "Multimedia Tools and Applications, 81" (29), 41781 - 41783. doi:10.1007/s11042-022-14201-3
    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
    • Seddati, O., Dupont, S., Mahmoudi, S., & Dutoit, T. (2022). Towards Human Performance on Sketch-Based Image Retrieval. In "Proceedings of 19th International Conference on Content-based Multimedia Indexing, CBMI 2022". Association for Computing Machinery. doi:10.1145/3549555.3549582
    • 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.
    • Plum, J., Dufrasne, I., Quoitin, B., Mahmoudi, S., & Lebeau, F. (2022). Use of watering hole data as a decision support tool for the management of a grazing herd of cattle. In "ICPA Proceedings". United States: International society of precision agriculture.
    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".
    Scientific congresses and symposiums/Poster
    • Lerat, J.-S., Mahmoudi, S., & Mahmoudi, S. (06 September 2022). "Apprentissage profond distribué : d’un seul nœud vers plusieurs nœuds de calcul" [Poster presentation]. Mardi des chercheurs, Mons, Belgium.
    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
    E-prints, Working papers and Research blog/Eprint first made available on ORBi
    • Seddati, O., Dupont, S., Mahmoudi, S., & Dutoit, T. (2022). "Transformers and CNNs both Beat Humans on SBIR". ORBi UMONS-University of Mons. https://orbi.umons.ac.be/handle/20.500.12907/43859. doi:10.48550/arXiv.2209.06629
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    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.
    • 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
    • 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
    • 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
    Scientific journals/Article
    • 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
    • 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
    • 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
    • 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
    • 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.
    • 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.
    • 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".
    • 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.
    • 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.
    • 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".
    • 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).
    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.
    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.
    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.
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    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".
    • 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
    • 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
    • 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
    • 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
    • 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
    • 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
    • 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
    • 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
    • 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".
    • 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".
    • 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
    • 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
    Scientific congresses and symposiums/Paper published in a journal
    • 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.
    • 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
    • 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
    • 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.
    • 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.
    • 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
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    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
    • 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
    • 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
    • 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
    • Mahmoudi, S., Belarbi, M. A., Dadi, E. W., Mahmoudi, S., & Benjelloun, M. (2019). Cloud-Based Image Retrieval Using GPU Platforms. "Computers".
    • 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
    • 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
    • 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
    • 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".
    • 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/Paper published in a journal
    • 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.
    • 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.
    • 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
    Scientific congresses and symposiums/Poster
    • Belarbi, M. A., Mahmoudi, S., Mahmoudi, S., & Belalem, G. (20 May 2019). "Dimensionality Reduction in Large Scale Image Databases" [Poster presentation]. Infortech Day, Mons, Belgium.
    • 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.
    • 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.
    • 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.
    Diverse speeches and writings/Article for a general audience
    Top
    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.
    • 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
    • Benmouna, Y., Benazzouz, M., Chikh, M. A., & Mahmoudi, S. (2018). New Method for Bayesian Network Learning. "International Journal of Pattern Recognition and Artificial Intelligence".
    • Lessage, X., Larhmam, M., Mahmoudi, S., & Nedjar, I. (2018). Assessing Breast Cancer Screening using recent Deep Convolutional Neural Networks. "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".
    • Larhmam, M., Mahmoudi, S., Drisis, S., & Benjelloun, M. (25 April 2018). A Texture Analysis Approach for Spine Metastasis Classification in T1 and T2 MRI. "Bioinformatics and Biomedical Engineering, 2" (2018), 198-211. doi:10.1007/978-3-319-78759-6_19
    • 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
    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
    • 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
    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.
    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
    Top
    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".
    • Mahmoudi, S., Meziane, A., & Chikh, M. A. (2017). Brain Structures Segmentation by using Statistical Models. "Medical Technologies Journal".
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2017). Triplet Networks Feature Masking for Sketch-Based Image Retrieval. "Lecture Notes in Computer Science".
    • 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
    • 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). Quadruplet Networks for Sketch-Based Image Retrieval. "ACM on International Conference on Multimedia Retrieval".
    • 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
    Scientific congresses and symposiums/Unpublished conference/Abstract
    • 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
    • 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.
    • Seddati, O., Dupont, S., Mahmoudi, S., & Amiri Parian, M. (2017). "Towards Good Practices for Image Retrieval Based on CNN Features" [Paper presentation]. IEEE International Conference on Computer Vision, Venice, Italy.
    • 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.
    • Seddati, O., Ben-Lhachemi, N., Dupont, S., & Mahmoudi, S. (2017). "UMONS @ MediaEval 2017: Diverse Social Images Retrieval" [Paper presentation]. MediaEval Benchmarking Initiative for Multimedia Evaluation, Dublin, Ireland.
    • 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.
    Scientific congresses and symposiums/Poster
    • Seddati, O., Delbrouck, J.-B., Dupont, S., & Mahmoudi, S. (25 April 2017). "Deep Features for Big Data" [Poster presentation]. Journée scientifique du Pôle hainuyer 'Les données au coeur de notre devenir: les enjeux des big data, Tournai, e-campus, Belgium.
    • 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.
    Learning materials/Course notes
    • 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".
    Diverse speeches and writings/Article for a general audience
    • 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)".
    Top
    2016
    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".
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2016). DeepSketch2Image: Deep Convolutional Neural Networks for Partial Sketch Recognition and Image Retrieval. "ACM on Multimedia Conference, Amsterdam, The Netherlands, 2016", 739-741.
    • 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
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2016). DeepSketch 2: Deep Convolutional Neural Networks for Partial Sketch Recognition. "International Workshop on Content-based Multimedia Indexing, CBMI 2016, Bucharest, Romania, June 15-17, 2016".
    • 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
    • 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".
    • 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.
    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.
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2016). "Réseaux de Neurones Convolutionnels Profonds pour la Reconnaissance d'Action dans les Vidéos" [Paper presentation]. CORESA 2016 - COmpression et REprésentation des Signaux Audiovisuels, Nancy, France.
    • 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.
    Reports/Internal report
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2016). "Video Motion Feature Extractors, 1st Prototype - IMOTION Deliverable 2.2".
    Top
    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.
    • 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.
    Scientific journals/Article
    • Seddati, O., Emre, K., Pironkov, G., Dupont, S., Mahmoudi, S., & Dutoit, T. (2015). UMons at MediaEval 2015 Affective Impact of Movies Task including Violent Scenes Detection. "IEEE Multimedia".
    • 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
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2015). DeepSketch: Deep convolutional neural networks for sketch recognition and similarity search. "International Workshop on Content-Based Multimedia Indexing, CBMI 2015, Prague, Czech Republic, June 10-12, 2015".
    • 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
    • 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.
    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.
    • 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.
    • 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
    • Larhmam, M., Benjelloun, M., & Mahmoudi, S. (10 December 2015). "Classification of Spine Metastasis in T1-weighted MRI" [Poster presentation]. Grascomp Doctoral Day, Namur, 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.
    • Larhmam, M., Benjelloun, M., & Mahmoudi, S. (10 March 2015). "Computer aided diagnosis of bone metastasis using spine segmentation" [Poster presentation]. 8ème édition de la Matinée des Chercheurs 2015 (MdC2015), Mons, Belgium.
    Reports/Internal report
    • Seddati, O., Dupont, S., & Mahmoudi, S. (2015). "Report on Video Motion Feature Extraction - IMOTION Deliverable 2.1".
    Top
    2014
    Scientific journals/Book review
    • Mahmoudi, S., & Tuyttens, D. (2014). Les projets IG : des réalisations en équipe au coeur des besoins de l'entreprise. "Polytech.News", (50).
    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.
    • 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.
    • 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.
    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.
    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.
    • 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.
    • 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.
    • 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.
    • 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.
    Top
    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
    • 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
    • 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/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.
    • 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
    • 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.
    Dissertations and theses/Doctoral thesis
    • 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
    Top
    2012
    Parts of books/Contribution to collective works
    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., & 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
    • Mahmoudi, S., Benjelloun, M., & Abdelali, A. (10 January 2012). Similarity Search by Shapes Silhouettes for 3D Objects Retrieval. "Journal of Communications and Computer Engineering, Volume 02" (Issue 01), 41-45.
    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.
    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
    • 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.
    • 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.
    • 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
    • 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.
    • 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
    • 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.
    • 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.
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    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
    • 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/Paper published in a journal
    • 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.
    Scientific congresses and symposiums/Poster
    • 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.
    • 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.
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    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 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.
    • 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.
    • 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.
    • 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.
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    2009
    Scientific journals/Article
    • 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.
    Scientific congresses and symposiums/Unpublished conference/Abstract
    • 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.
    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.
    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.
    • 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.
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    2008
    Scientific journals/Article
    • 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.
    Scientific congresses and symposiums/Paper published in a journal
    • 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
    • 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.
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    2007
    Scientific journals/Article
    • Mahmoudi, S., & Daoudi, M. (01 October 2007). A probabilistic approach for 3D shape retrieval by characteristic views. "Pattern Recognition Letters, 28" (13), 1705-1718.
    • Mahmoudi, S., & Benjelloun, M. (01 September 2007). A new approach for cervical vertebrae segmentation. "Lecture Notes in Computer Science, 4756", 753-762.
    • 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. (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.
    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.
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    2006
    Scientific journals/Article
    • Benjelloun, M., Mahmoudi, S., & Tellez, H. (2006). Verterbra Edge Detection and Motion Estimation with Polar Signature. "IEEE International Conference on Image Processing", 761-764.
    • 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.
    Scientific congresses and symposiums/Paper published in a journal
    • 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.
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    2004
    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.
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    2003
    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.
    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
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    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). "3D Models Retrieval and Indexing" [Paper presentation]. IMMCN'2002, the Second International Workshop on Intelligent Multimedia Computing and Networking, Durham, United States - North Carolina.
    • 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.
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    2001
    Scientific congresses and symposiums/Paper published in a journal
    • Mahmoudi, S. (2001). "Indexation par la forme utilisant les M-Tree" [Paper presentation]. Compression et Représentation des Signaux Audiovisuels, (CORESA 2001), Dijon, France.
    • 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.
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