Mohamed Hamroun Eng, PhD, HDR, Associate Professor of Computer Science

Présentation

Mohamed Hamroun earned an engineering degree in Computer Science in June 2014 from the Higher Institute of Computer Science and Multimedia, University of Sfax, Tunisia. After working in industry, he returned to academia and obtained a PhD in Computer Science in December 2019 from the LaBRI laboratory at the University of Bordeaux. Since completing his PhD, he has held three postdoctoral research positions across two laboratories: first at the LISIC laboratory, University of Littoral, and later at the XLIM laboratory, University of Limoges. He obtained his HDR (Accreditation to Supervise Research) in Computer Science from the University of Limoges in January 2025. He is currently an Associate Professor at 3iL Engineering School and a researcher at the XLIM laboratory, collaborating with several laboratories in France and internationally. His research interests include image processing and artificial intelligence for healthcare, pattern recognition, image and video analysis, indexing and information retrieval, information extraction, machine learning, clustering, and deep learning.

Publications

Article dans une revue (15)

Multimodal data integration for early autism detection and LLM-driven personalized intervention: A review Olfa Adouni,Alaa Bessadok,Mohamed Hamroun,Ridha Ejbali,Hedi Sakli Computerized Medical Imaging and Graphics, 2026, 130, pp.102743. ⟨10.1016/j.compmedimag.2026.102743⟩ Article dans une revue hal-05547090v1
Hybrid Deep Learning Models for Arabic Sign Language Recognition in Healthcare Applications Ibtihel Mansour,Mohamed Hamroun,Sonia Lajmi,Ryma Abassi,Damien Sauveron Big Data and Cognitive Computing, 2025, 9 (11), pp.281. ⟨10.3390/bdcc9110281⟩ Article dans une revue hal-05359141v1
A Hybrid Deep Learning and Knowledge Graph Approach for Intelligent Image Indexing and Retrieval Mohamed Hamroun,Damien Sauveron Applied Sciences, 2025, 15 (19), pp.10591. ⟨10.3390/app151910591⟩ Article dans une revue hal-05298604v1
AVR (advancing video retrieval): A new framework guided by multi-level fusion of visual and semantic Features for deep learning-based concept detection Mohamed Hamroun,Sonia Lajmi,Maryam Jallouli Multimedia Tools and Applications, 2024, 84 (5), pp.2715-2777. ⟨10.1007/s11042-024-20112-2⟩ Article dans une revue hal-05298599v1
DFU-SIAM a Novel Diabetic Foot Ulcer Classification With Deep Learning Mohammud Shaad Ally Toofanee,Sabeena Dowlut,Mohamed Hamroun,Karim Tamine,Vincent Petitet al. IEEE Access, 2023, 11, pp.98315-98332. ⟨10.1109/ACCESS.2023.3312531⟩ Article dans une revue hal-04554899v1
DFU-Helper: An Innovative Framework for Longitudinal Diabetic Foot Ulcer Diseases Evaluation Using Deep Learning Mohammud Shaad Ally Toofanee,Sabeena Dowlut,Mohamed Hamroun,Karim Tamine,Anh Kiet Duonget al. Applied Sciences, 2023, 13 (18), pp.10310. ⟨10.3390/app131810310⟩ Article dans une revue hal-04554891v1
Federated Learning: Centralized and P2P for a Siamese Deep Learning Model for Diabetes Foot Ulcer Classification Mohammud Shaad Ally Toofanee,Mohamed Hamroun,Sabeena Dowlut,Karim Tamine,Vincent Petitet al. Applied Sciences, 2023, 13 (23), pp.12776. ⟨10.3390/app132312776⟩ Article dans une revue hal-04554885v1
Efficient text-based query based on multi-level and deep-semantic multimedia indexing and retrieval Mohamed Hamroun,Sonia Lajmi,Maryam Jallouli,Abdelbaki Souid Multimedia Tools and Applications, 2023, ⟨10.1007/s11042-023-17256-y⟩ Article dans une revue hal-04550267v1
Multimodal Video Indexing (MVI): A New Method Based on Machine Learning and Semi-Automatic Annotation on Large Video Collections Mohamed Hamroun,Karim Tamine,Benoît Crespin International Journal of Image and Graphics, 2021, 22 (02), ⟨10.1142/S021946782250022X⟩ Article dans une revue hal-04556584v1
A New Content-Based Image Retrieval System Using Deep Visual Features Mohamed Hamroun,Karim Tamine,Frederic Claux,Mourad Zribi International Journal of Image and Graphics, 2021, 21 (04), pp.2150055. ⟨10.1142/S0219467821500558⟩ Article dans une revue hal-03560144v1
A survey on intention analysis: successful approaches and open challenges Mohamed Hamroun,Mohamed Salah Gouider Journal of Intelligent Information Systems, 2020, 55 (3), pp.423-443. ⟨10.1007/s10844-020-00604-x⟩ Article dans une revue hal-05298588v1
A new method of combining color, texture and shape features using the genetic algorithm for image retrieval Mohamed Hamroun,Henri Nicolas,Sonia Lajmi,Ikram Amous International Journal of Multimedia Intelligence and Security, 2019, 3 (3), ⟨10.1504/IJMIS.2019.104798⟩ Article dans une revue hal-02489521v1
Descriptor optimization for Semantic Concept Detection Using Visual Content Mohamed Hamroun,Sonia Lajmi,Henri Nicolas,Ikran Amous International Journal of Strategic Information Technology and Applications (IJSITA), 2019, 10 (1), pp.40-59 Article dans une revue hal-02304442v1
Descriptor Optimization for Semantic Concept Detection Using Visual Content Mohamed Hamroun,Sonia Lajmi,Henri Nicolas,Ikram Amous International Journal of Strategic Information Technology and Applications (IJSITA), 2019, 10 (1), pp.40-59. ⟨10.4018/IJSITA.2019010103⟩ Article dans une revue hal-04556615v1
A new method of combining colour, texture and shape features using the genetic algorithm for image retrieval Ikram Amous,Henri Nicolas,Sonia Lajmi,Mohamed Hamroun International Journal of Multimedia Intelligence and Security, 2019, 3 (3), pp.293. ⟨10.1504/IJMIS.2019.10026482⟩ Article dans une revue hal-04556604v1

Communication dans un congrès (24)

Depression Detection via Dual Audio Streams and Transformer Fusion Boutheina Ben-Ismail,Wyssem Fathallah,Mohamed Hamroun,Bassem Ben Salah,Hedi Sakli 29th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, Sep 2025, Osaka, Japan Communication dans un congrès hal-05299000v1
Automated Classification of Fetal and Maternal Structures in Ultrasound Using a Deep Learning Approach Haifa Ghabri,Mohamed Hamroun,Hedia Bellali,Hedi Sakli 17thInternationalConferenceonVerificationandEvaluationofComputerandCommunicationSystems, Oct 2024, Djerba, Tunisia Communication dans un congrès hal-05298968v1
Exploring Experimental Approaches for Enhancing Alzheimer's Disease Prediction with MRI Data and Deep Learning Hadil Belanes,Mohamed Hamroun,Benoît Crespin,Ryma Abassi 37th International Conference on Tools with Artificial Intelligence, Nov 2025, Athènes, Greece Communication dans un congrès hal-05298990v1
A Transformer-Based Approach for Enhanced Depressive Emotion Detection from Facial Expressions Boutheina Ben-Ismail,Mohamed Hamroun,Bassem Ben-Salah,Hedi Sakli 2025 International Wireless Communications and Mobile Computing (IWCMC), May 2025, Abu Dhabi, France. pp.932-937, ⟨10.1109/IWCMC65282.2025.11059612⟩ Communication dans un congrès hal-05298860v1
RAFID: A Hybrid ResNet50-ViT Framework for Arabic Sign Language Recognition in Healthcare Ibtihel Mansour,Mohamed Hamroun,Sonia Lajmi,Ryma Abassi 2025 International Wireless Communications and Mobile Computing (IWCMC), May 2025, Abu Dhabi, France. pp.938-943, ⟨10.1109/IWCMC65282.2025.11059589⟩ Communication dans un congrès hal-05298854v1
Accurate Segmentation of Thyroid Regions in Ultrasound Images: An Innovative Approach Using Deep Learning Arhitectures Wyssem Fathallah,Haifa Ghabri,Mohamed Hamroun,Hedia Bellali,Hedi Sakli 17th International Conferenceon Verification and Evaluation of Computer and Communication Systems, Oct 2024, Djerba, Tunisia Communication dans un congrès hal-05298959v1
Fast-staged CNN Model for Accurate pulmonary diseases and Lung cancer detection Abdelbaki Souid,Mohamed Hamroun,Soufiene Ben Othman,Hedi Sakli,Naceur Abdelkarim International Workshop on Mechatronic Systems Supervision, 2023, Hammamat, Tunisia. ⟨10.48550/arXiv.2412.11681⟩ Communication dans un congrès hal-05298773v1
Improving Response Prediction: Transformer Integration and Optimizer Evaluation Boutheina Ben Ismail,Mohamed Hamroun,Bassem Bensalah,Hedi Sakli 2024 International Wireless Communications and Mobile Computing (IWCMC), May 2024, Ayia Napa, France. pp.903-908, ⟨10.1109/IWCMC61514.2024.10592458⟩ Communication dans un congrès hal-05298789v1
Full Interpretability CBMIR to Help Minimize Radiologist Analysis Search Time Abdelbaki Souid,Soufiene Ben Othman,Mohamed Hamroun,Hedi Sakli 2023 International Wireless Communications and Mobile Computing (IWCMC), Jun 2023, Marrakesh, France. pp.1136-1141, ⟨10.1109/IWCMC58020.2023.10183105⟩ Communication dans un congrès hal-04556637v1
AI-enhanced thyroid detection using YOLO to empower healthcare professionals Haifa Ghabri,Wyssem Fathallah,Mohamed Hamroun,Soufiene Ben Othman,Hedia Bellaliet al. 2023 IEEE International Workshop on Mechatronic Systems Supervision (IW_MSS), Nov 2023, Hammamet, France. pp.1-6, ⟨10.1109/IW_MSS59200.2023.10369271⟩ Communication dans un congrès hal-04556629v1
Explainable CBMIR features extractor module to ease Thoracic aortic aneurysm retrieving preventing potential Acute Aortic Dissection Abdelbaki Souid,Soufiene Ben Othman,Mohamed Hamroun,Hedi Sakli,Mohamed Naceur Abdelkarim 2023 International Conference on Innovations in Intelligent Systems and Applications (INISTA), Sep 2023, Hammamet, France. pp.1-5, ⟨10.1109/INISTA59065.2023.10310391⟩ Communication dans un congrès hal-04556636v1
Efficient Thoracic aortic aneurysm detection method to prevent potential Acute Aortic Dissection Abdelbaki Souid,Chaker Essid,Mohamed Hamroun,Hedi Sakli 2023 20th International Multi-Conference on Systems, Signals & Devices (SSD), Feb 2023, Mahdia, France. pp.940-944, ⟨10.1109/SSD58187.2023.10411284⟩ Communication dans un congrès hal-04556641v1
Multimedia Indexing and Retrieval: Optimized Combination of Low-level and High-level Features Mohamed Hamroun,Henri Nicolas,Benoit Crespin 24th International Conference on Enterprise Information Systems, Apr 2022, Online Streaming, United States. pp.194-202, ⟨10.5220/0011063000003179⟩ Communication dans un congrès hal-03788722v1
Emotion recognition from speech using spectrograms and shallow neural networks Anwer Slimi,Mohamed Hamroun,Mounir Zrigui,Henri Nicolas MoMM '20: The 18th International Conference on Advances in Mobile Computing and Multimedia, Nov 2020, Chiang Mai Thailand, France. pp.35-39, ⟨10.1145/3428690.3429153⟩ Communication dans un congrès hal-03788720v1
Large-Scale Semantic Concept Detection Based On Visual Contents Mohamed Hamroun,Sonia Lajmi,Henri Nicolas,Ikram Amous MoMM 2019, Dec 2019, Munich, Germany Communication dans un congrès hal-02304462v1
Arabic text-based Video indexing and retrieval system enhanced by semantic content and relevance feedback Mohamed Hamroun,Sonia Lajmi,Henri Nicolas AICCSA, Nov 2019, Abu Dabi, United Arab Emirates Communication dans un congrès hal-02304454v1
VISEN: A Video Interactive Retrieval Engine Based on Semantic Network in large video collections Mohamed Hamroun,Sonia Lajmi,Henri Nicolas IDEAS, Jun 2019, Athens, Greece Communication dans un congrès hal-02304448v1
ISE: Interactive Image Search Using Visual Content Mohamed Hamroun,Sonia Lajmi,Henri Nicolas,Ikram Amous ICEIS 2018, Oct 2018, Madeire, Portugal Communication dans un congrès hal-02304465v1
An Interactive Video Browsing With VINAS System Mohamed Hamroun,Sonia Lajmi,Henri Nicolas,Ikram Amous AICCSA 2018, Nov 2018, Aqaba, Jordan Communication dans un congrès hal-02304464v1
An efficient multi-language Video Search Engine to facilitate the HADJ and the UMRA Mohamed Hamroun,Sonia Lajmi 17th Forum Scientific Research, Umm Al-Qura University,Taibah university medina, 2017, Medine, Saudi Arabia. ⟨10.48550/arXiv.1904.08418⟩ Communication dans un congrès hal-05298738v1
Large Scale Microblogging Intentions Analysis with Pattern Based Approach Mohamed Hamroun,Mohamed Salah Gouider,Lamjed Ben Said International Conference KES, Sep 2016, York, Iceland. pp.1249-1257, ⟨10.1016/j.procs.2016.08.169⟩ Communication dans un congrès hal-05298726v1
Possibilistic Very Fast Decision Tree for Uncertain Data Streams Mohamed Hamroun,Mohamed Salah Gouider 7th KES International Conference on Intelligent Decision, 2015, Sorrento, Italy. pp.195-207, ⟨10.1007/978-3-319-19857-6_18⟩ Communication dans un congrès hal-05298684v1
Lexico Semantic Patterns for Customer Intentions Analysis of Microblogging Mohamed Hamroun,Mohamed Salah Gouider,Lamjed Ben Said 2015 11th International Conference on Semantics, Knowledge and Grids (SKG), Aug 2015, Beijing, France. pp.222-226, ⟨10.1109/SKG.2015.40⟩ Communication dans un congrès hal-05298692v1
Système d'indexation et de recherche de vidéo intégrant un système gestuel pour les personnes handicapées Mohamed Hamroun,Mohamed Salim Bouhlel Conférence internationale sur l’interaction homme-machine et l’image, May 2014, Hammamat, Tunisie. ⟨10.48550/arXiv.1904.10715⟩ Communication dans un congrès hal-05298654v1

HDR (1)

Contributions à l'indexation et à la recherche d'information : application aux données multimodales généralistes et médicales Mohamed Hamroun Informatique [cs]. Université de limoges, 2025 HDR tel-05299114v1

Chapitre d'ouvrage (1)

Efficient and Fast Lung Disease Predictor Model Abdelbaki Souid,Mohamed Hamroun,Ben Othman Soufiene,Hedi Sakli Machine Learning and Deep Learning Techniques for Medical Image Recognition, 1, CRC Press, pp.90-102, 2023, ⟨10.1201/9781003366249-6⟩ Chapitre d'ouvrage hal-04556568v1

Thèse (1)

Indexation et recherche par contenu visuel, sémantique et multi-niveaux des documents multimédia Mohamed Hamroun Informatique [cs]. Université de Bordeaux, 2019. Français. ⟨NNT : 2019BORD0372⟩ Thèse tel-05299078v1

Poster de conférence (2)

Interactive Image Retrieval using Using Visual Content Mohamed Hamroun,Sonia Lajmi,Henri Nicolas,Ikram Amous 20th International Conference on Enterprise Information Systems (ICEIS 2018), Mar 2018, Madère, Portugal. Scitepress, Proceedings of the 20th International Conference on Enterprise Information Systems. ⟨10.13140/RG.2.2.11762.45767⟩ Poster de conférence hal-05299159v1
Interfaces pour personnes handicapées : Système de recherche de vidéo intégrant un système gestuel Mohamed Hamroun Workshop International Interaction Homme-Machine et Imagerie (IHMIM 2014), May 2014, Hammamet, Tunisie. Unpublished, ⟨10.13140/RG.2.2.13440.17925⟩ Poster de conférence hal-05299172v1