Sidi Ahmed Mahmoudi

Biography
Sidi Ahmed Mahmoudi received the graduate engineering degree in computer science from the University of Tlemcen, Algeria, the master degree in multimedia processing from the Faculty of Engineering in Tours, France, and the PhD degree from the University of Mons, Belgium, in 2006, 2008, and 2013, respectively. Currently, Sidi Ahmed Mahmoudi is working as Professor at the University of Mons, Belgium. His research interests are focused on the development and deployment of AI, XAI and Edge AI models, the efficient exploitation of local and cloud computing resources (multi-CPU/ multi-GPU) architectures for multimedia processing and machine learning algorithms within Big Data volumes. Sidi Ahmed Mahmoudi is author or co-author in more than 150 international publications and was involved in more than 10 national and international projects.
Publications
A Multi-Resolution FPGA-Based Architecture for Real-Time Edge and Corner Detection

IEEE Transactions on Computers, 2013

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MRI breast tumor segmentation using different encoder and decoder CNN architectures

Computers 8 (3), 52, 2019

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A new edge architecture for ai-iot services deployment

Procedia Computer Science 175, 10-19, 2020

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Edge computing and artificial intelligence for real-time poultry monitoring

Procedia computer science 175, 534-541, 2020

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Real-time motion tracking using optical flow on multiple GPUs

Bulletin of the Polish Academy of Sciences. Technical Sciences 62 (1), 139-150, 2014

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Data management and internet of things: A methodological review in smart farming

Internet of Things 14, 100378, 2021

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Automated Breast Tumor Segmentation in DCE-MRI Using Deep Learning

2018 4th International Conference on Cloud Computing Technologies and …, 2019

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Edge AI-IoT pivot irrigation, plant diseases, and pests identification

Procedia Computer Science 177, 40-48, 2020

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Heterogeneous computing for vertebra detection and segmentation in X‐ray images

International Journal of Biomedical Imaging 2011 (1), 640208, 2011

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GPU-based segmentation of cervical vertebra in X-ray images

2010 IEEE International Conference on Cluster Computing Workshops and …, 2010

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Big data processing architecture for smart farming

Procedia Computer Science 177, 78-85, 2020

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Wheat varieties identification based on a deep learning approach

Journal of the Saudi Society of Agricultural Sciences 20 (5), 281-289, 2021

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Toward a big data knowledge-base management system for precision livestock farming

Procedia computer science 177, 136-142, 2020

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Edge computing and artificial intelligence for landslides monitoring

Procedia Computer Science 177, 480-487, 2020

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Automated recognition of white blood cells using deep learning

Biomedical Engineering Letters 10, 359-367, 2020

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Internet of Things: learning and practices. Application to Smart City

CloudTech'18, 2019

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Big Data Storage and Analysis for Smart Farming

2020 5th International Conference on Cloud Computing and Artificial …, 2021

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Multimedia processing using deep learning technologies, high‐performance computing cloud resources, and Big Data volumes

Concurrency and Computation: Practice and Experience 32 (17), e5699, 2020

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Multi-gpu based event detection and localization using high definition videos

2014 International Conference on Multimedia Computing and Systems (ICMCS), 81-86, 2014

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Cloud architecture for digital phenotyping and automation

The 3rd International Conference on Cloud Computing Technologies and …, 0

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Sensor-based System for Automatic Cough Detection and Classification

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Edge computing for cattle behavior analysis

2020 Second International Conference on Embedded & Distributed Systems (EDiS …, 2020

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Multi-CPU/multi-GPU based framework for multimedia processing

Computer Science and Its Applications: 5th IFIP TC 5 International …, 2015

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Detection of Abnormal Motions in Multimedia

Chania ICMI-MIAUCE 8, 2008

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Cloud architecture for plant phenotyping research

Concurrency and Computation: Practice and Experience 32 (17), e5661, 2020

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Efficient exploitation of heterogeneous platforms for images features extraction

2012 3rd International Conference on Image Processing Theory, Tools and …, 2012

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Traitements d'images sur architectures parallèles et hétérogènes

Revue des Sciences et Technologies de l'Information-Série TSI: Technique et …, 2012

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Interaction between methanol and single-walled carbon nanotubes: Density functional theory study

Physica B: Condensed Matter 406 (6-7), 1295-1299, 2011

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Edge computing and artificial intelligence semantically driven. application to a climatic enclosure

Procedia Computer Science 175, 542-547, 2020

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A portable multi-CPU/multi-GPU based vertebra localization in sagittal MR images

International Conference Image Analysis and Recognition, 209-218, 2014

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A new self-adapting architecture for feature detection

22nd International Conference on Field Programmable Logic and Applications …, 2012

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Cloud platform using big data and hpc technologies for distributed and parallels treatments

Procedia Computer Science 141, 112-118, 2018

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Towards a smart selection of resources in the cloud for low‐energy multimedia processing

Concurrency and Computation: Practice and Experience, 2018

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Abnormal event detection in real time video

1st International Workshop on Multimodal Interactions Analysis of Users in a …, 2008

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Taking advantage of heterogeneous platforms in image and video processing

High-Performance Computing on Complex Environments 95, 429, 2014

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Real-time GPU-based motion detection and tracking using full HD videos

Intelligent Technologies for Interactive Entertainment: 5th International …, 2013

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Cloud Computing and Big Data: Technologies, Applications and Security

Springer, 2019

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Computer science and its applications

Springer International Publishing, 2015

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Towards landslides early warning system with fog-edge computing and artificial intelligence

International Journal of Ubiquitous Systems and Pervasive Networks 15 (2), 2021

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Wallesmart: Cloud platform for smart farming

Proceedings of the 32nd International Conference on Scientific and …, 2020

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Real time GPU-based segmentation and tracking of the left ventricle on 2D echocardiography

Bioinformatics and Biomedical Engineering: 4th International Conference …, 2016

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Détection optimale des coins et contours dans des bases d'images volumineuses sur architectures multicœurs hétérogènes

Rencontres francophones du parallélisme, 2011

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Explainable deep learning for covid-19 detection using chest X-ray and CT-scan images

Healthcare informatics for fighting COVID-19 and future epidemics, 311-336, 2022

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Cloud-based platform for computer vision applications

Proceedings of the 2017 International Conference on Smart Digital …, 2017

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Performance evaluation of sparse matrix-vector product (SpMV) computation on GPU architecture

2014 Second World Conference on Complex Systems (WCCS), 23-27, 2014

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A review and comparative study of explainable deep learning models applied on action recognition in real time

Electronics 12 (9), 2027, 2023

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Deployment of Containerized Deep Learning Applications in the Cloud

2020 5th International Conference on Cloud Computing and Artificial …, 2021

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A new parallel and distributed approach for large scale images retrieval

Cloud Computing and Big Data: Technologies, Applications and Security, 185-201, 2019

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Detection of abnormal motions in video

Chania ICMI-MIAUCE 8, 2008

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Cloud-based image retrieval using GPU platforms

Computers 8 (2), 48, 2019

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Real time web-based toolbox for computer vision

Journal of Science and Technology of the Arts 10 (2), 3-13, 2018

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Single node deep learning frameworks: Comparative study and CPU/GPU performance analysis

Concurrency and Computation: Practice and Experience 35 (14), e6730, 2023

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Web-based Multimedia Research and Indexation for Big Data Databases

The 3rd International Conference on Cloud Computing Technologies and …, 2017

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Image Analysis and Recognition: 11th International Conference, ICIAR 2014, Vilamoura, Portugal, October 22-24, 2014, Proceedings, Part I

Springer, 2014

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Efficient exploitation of heterogeneous platforms for vertebra detection in X-ray images

Proc. Biomedical Engineering International Conf 1, 1-6, 2012

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Explainability and evaluation of vision transformers: An in-depth experimental study

Electronics 13 (1), 175, 2023

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Explaining through Transformer Input Sampling

Proceedings of the IEEE/CVF International Conference on Computer Vision, 806-815, 2023

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A comparative study of reduction methods applied on a convolutional neural network

Electronics 11 (9), 1422, 2022

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Chest x-ray images analysis with deep convolutional neural networks (cnn) for covid-19 detection

Healthcare Informatics for Fighting COVID-19 and Future Epidemics, 403-423, 2022

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Towards a Smart Exploitation of GPUs for Low Energy Motion Estimation Using Full HD and 4K Videos

Cloud Computing and Big Data: Technologies, Applications and Security …, 2019

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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), 2017

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Multi-GPU based framework for real-time motion analysis and tracking in multi-user scenarios

EAI Endorsed Transactions. Creative Technologies 2409-9708 2 (2), 1-10, 2015

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Calcul intensif sur GPU: exemples en traitement d’images, en bioinformatique et en télécommunication

CIAE 2011: Colloque d’informatique, automatique et électronique, 1-7, 2011

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Matrix: Natural interaction between real and virtual worlds

QPSR of the numediart research program. Ed. by Thierry Dutoit and Benoît …, 2009

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RTLB_Sched: Real Time Load Balancing Scheduler for CPU-GPU Heterogeneous Systems

2023 International Conference on Smart Computing and Application (ICSCA), 1-6, 2023

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HBalancer: A machine learning based load balancer in real time CPU-GPU heterogeneous systems

2022 International Conference on Innovation and Intelligence for Informatics …, 2022

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A Model Of A Biometric Recognition System Based On The Hough Transform Of Libor Masek and 1-D Log-Gabor Filter

2020 5th International Conference on Cloud Computing and Artificial …, 2021

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Augmented virtual studio

QPSR of the numediart research program 1 (4), 90, 2008

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Multimodal Approach for Harmonized System Code Prediction

arXiv preprint arXiv:2406.04349, 2024

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Survey on AI Applications for Product Quality Control and Predictive Maintenance in Industry 4.0

Electronics 13 (5), 976, 2024

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

Big Data and Cognitive Computing 6 (2), 54, 2022

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Distributed deep learning: From single-node to multi-node architecture

Electronics 11 (10), 1525, 2022

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Multi-Biometric Iris Recognition System Using Consensus Between Convolutional Neural Network Architectures

International Journal of Organizational and Collective Intelligence (IJOCI …, 2022

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Towards a Semantic Video Analysis using Deep Learning and Ontology

2019 International Conference on Advanced Systems and Emergent Technologies …, 2019

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Towards a Smart Selection of Cloud Resources for Multimedia Big Data Computing

3rd NESUS Winter School and PhD Symposium on Data Science and Heterogeneous …, 2018

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Towards a smart selection of resources for low-energy multimedia processing

2016 2nd International Conference on Cloud Computing Technologies and …, 2016

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Towards a smart selection of hybrid platforms for multimedia processing

978-84-608-6309-0, 2016

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Auracle: how are salient cues situated in audiovisual content?

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Enhancing Object Detection in Smart Video Surveillance: A Survey of Occlusion-Handling Approaches

Electronics 13 (3), 541, 2024

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Machine learning-driven energy-efficient load balancing for real-time heterogeneous systems

Cluster Computing, 1-26, 2024

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Feedback Driven Multi Stereo Vision System for Real-Time Event Analysis

Proceedings of the 2023 ACM International Conference on Interactive Media …, 2023

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CARENET: A NOVEL ARCHITECTURE FOR LOW DATA REGIME MIXING CONVOLUTIONS AND ATTENTION

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A new coronary artery stenosis detection method with a hybrid LSTM-CNN model

The International Conference on Artificial Intelligence and Smart …, 2022

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An Efficient real-time Moroccan automatic license plate recognition system based on the YOLO object detector

International Conference On Big Data and Internet of Things, 290-302, 2022

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A New Edge Computing Architecture for IoT and Multimedia Data Management. Information 2022, 13, 89

mdpi. com, 2022

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Deep learning and tensorflow for tracking people’s movements in a video

5th International Conference on Cloud Computing and Artificial Intelligence …, 2021

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Monitoring computer vision applications in cloud platforms (movacp)

12th Summer Workshop on Multimodal Interface, 2016

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Taking advantage of GPU/CPU architectures for sparse Conjugate Gradient solver computation

2015 Third World Conference on Complex Systems (WCCS), 1-5, 2015

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Traitement Efficace d’Objets Multimédias sur Architectures Parallèles et Hétérogènes

University of Mons. Belgium, 2013

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Real time Multi-GPU-based Event Detection in High Definition Videos

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MediaBlender : Interactive Multimedia Segmentation

{QPSR} of the numediart research program 4, 1-6, 2011

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Image Processing and Display

Int J CARS 6 (1), S46-S52, 2011

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Virtrack: Tracking for virtual studios: Virtrack: Tracking for virtual studios

Quarterly Progress Scientific Report of the Numediart Research Program 3 (1), 2010

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Survey on AI Applications for Product Quality Control and Predictive Maintenance in Industry 4.0

Preprints, 2024

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Deep Convolutional Neural Networks (CNN) for classification of coronary arteries

International Journal of Computer Assisted Radiology and Surgery, 2020

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Equalizer: Energy‐efficient machine learning‐based heterogeneous cluster load balancer

Concurrency and Computation: Practice and Experience 36 (23), e8230, 2024

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A comparative analysis of Convolution Neural Network models on Amazon Cloud Service

AIIPCC 2022; The Third International Conference on Artificial Intelligence …, 2022

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Explainable Deep Learning Model for COVID-19 Screening in Chest CT Images

International Conference on Digital Technologies and Applications, 981-990, 2021

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FuDensityNet: Fusion-Based Density-Enhanced Network for Occlusion Handling

Proceedings Copyright 632, 639, 2024

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