Mohamed Hamroun

Eng, PhD, HDR, Associate Professor of Computer Science
34 %
Libre accès
44
Documents
Affiliations actuelles
  • Synthèse et analyse d'images (XLIM-ASALI)
  • 3iL Ingénieurs
  • XLIM (XLIM)
  • Université de Limoges (UNILIM)

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.

Domaines de recherche

Intelligence artificielle [cs.AI] Imagerie médicale Multimédia [cs.MM] Traitement des images [eess.IV]

Compétences

AI Deep learning Healthcare Image processing Multimedia processing Information retrieval

Publications

1
9
3
9
1
2
2
8
3
1
1
2
2
4
3
2
2
2
2
2
2
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
26
19
14
8
4
2
1
1

Publications

Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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 Petit et al.

IEEE Access, 2023, 11, pp.98315-98332. ⟨10.1109/ACCESS.2023.3312531⟩

Article dans une revue hal-04554899v1
Deposit thumbnail

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 Duong et 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 Petit et 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

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 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

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

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
Deposit thumbnail

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
Deposit thumbnail

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
Deposit thumbnail

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

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
Deposit thumbnail

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 Bellali et 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

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

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

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

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
Deposit thumbnail

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
Deposit thumbnail

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