RFMI 2026

Representations, Analysis and Recognition of Shape and Motion from Imaging Data

January 8–9, 2026

Sidi Bou Saïd Hotel, Sidi Dhrif, Tunisia

Program

Thursday 08/01/2025

Oral Session 1 Chair Dr. Emna Ghorbel (CRISTAL-GRIFT/ENSI,Tunisia)
8H→9H	Registration
9H→10H	Session Poster P1 : Chair Pr. Slim Mhiri (CRISTAL-GRIFT/ENSI,Tunisia)
Coffee Break (10H00 – 10H20)
10H20→11H30	Opening conference : Pr. Liming Chen Professeur des universités à l’École Centrale de Lyon (France) et membre de l’Institut Universitaire de France, FranceTalk title : A research journey from face analysis to robot learning
11H30→12H00	Pr. Boulbaba Ben Amor : From all shapes to 'zero' shape : the paradigm shift in structural biology Professor at IMT North Europe (France) and Director of AI for Good (United Arab Emirates)
Lunch (12H00 – 13H30)
13H30 – 15H30
13H30 - 14H00	Pr. Slim Mhiri Uncertainty aware medical pattern recognition (CRISTAL-GRIFT/ENSI, Tunisia)
14H00 - 14H30	Dr. Engie Ghorbel Dimensionality reduction on Riemannian spaces (CRISTAL-GRIFT/ENSI, Tunisia)
14H30 - 15H00	Pr. Valerie Burdin Statistical Shape Models: New Challenges (IMT Atlantique, LaTIM INSERM 1101 , France)
15H00 - 15H30	Dr. Mohamed Amine MEZGHICH Enhancing Deep Learning Models through Invariant Shape Descriptors (CRISTAL-GRIFT/ENSI, Tunisia)
Coffee Break (15H30 – 16H00)
Special session 1 Chair Pr. Amor Mosbah (Institut Supérieur de Biotechnologie de Sidi Thabet, Tunisia)
16H00 – 17H30
16H00 – 16H30	MC. Soumaya Khouidhi When the image becomes data: Computer Vision at the heart of precision oncology (Institut Supérieur de Biotechnologie de Sidi Thabet, Tunisia)
16H30 – 17H00	Farah Gharbi Machine learning for the classification of genetic deafness: Development of a specific prototype to the molecular etiologies of the GJB2 gene (Institut Pasteur de Tunis, Tunisie)
17H00 – 17H30	Kamilia Sahli Prediction of pathogenic variants in the human genome, with a focus on BRCA2 breast cancer mutations, using deep learning and language models (Institut Supérieur de Biotechnologie de Sidi Thabet, Tunisia)

Friday 09/01/2025

Oral Session 2 Chair Dr. Mohamed Amine MEZGHICH (CRISTAL-GRIFT/ENSI,Tunisia)
9H→10H	Session Poster P2 : Chair Dr. Majdi Jribi (CRISTAL-GRIFT/ENSI,Tunisia)
10H→10H30	Opening : Pr. Ameur Cherif, President of the University of Manouba ,Tunisia
Coffee Break (10H30 – 11H00)
11H00→12H00	Tutoriel : Pr. Faouzi Ghorbel : Interest of Invariant Theory and Riemannian Approaches in Machine Learning CRISTAL-GRIFT/ENSI,Tunisia
Lunch (12H00 – 13H30)
13H30 – 15H15
13H30 - 14H15	Pr. Noel Richard Metrics and analysis of multivalued data under metrological constraint (XLIM-SIC Laboratory, University of Poitiers, France)
14H15 - 14H45	Dr. Sinda El Ghoul Riemanian Registration (CRISTAL-GRIFT/ENSI, Tunisia)
14H45 - 15H15	Dr. Hermine Chatoux Metrology and key-point detection: a generic approach (University of Burgundy, France)
Coffee Break (15H15 – 15H45)
Special session 2 Chair MC. Dorsaf Sebai (CRISTAL-GRIFT/ENSI,Tunisia)
15H45 – 16H45
15H45 – 16H15	Dr. Zeineb Othmeni An integral and invariant descriptor under SE(3) for 3D facial recognition (CRISTAL-GRIFT/ENSI, Tunisia)
16H15 – 16H45	Dr. Hanen Balti SmartSDGTunisia, Artificial Intelligence and Satellite Imagery in the Service of the SDGs in Tunisia (RIADI/ENSI, Tunisia)
16H45→17H45	Arts-PI Steering Meeting for the Xᵗʰ RFMI Edition
17H45	Sightseeing tour & gala evening

Session Poster P1 Chair Pr. Slim Mhiri (CRISTAL-GRIFT/ENSI,Tunisia)
09H00 – 10H00
SP 1 - 1	Mariem Jendoubi, Mohamed Amine Mezghich, Slim Mhiri Enhancing U-Net with Invariant Descriptors for Medical Image Segmentation (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 2	Nader Belhadj, Mohamed Amine Mezghich, Lassaad Latrach Multi-Class Diabetic Retinopathy Classification Using Transfer Learning and ROC-Aware Deep Models (HANA Laboratory, ENSI)
SP 1 - 3	Amen Allah Zoghlami, Majdi Jribi 3D Approach for Dementia Detection Using MRI Images (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 4	Salma Ferjani, Dorra Dhouib Automated Malaria Parasite Classification in Microscopic Blood Smear Images Using Machine Learning (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 5	Raja Ibnelbey, Dorsaf Sebai, Faouzi Ghorbel Camel Welfare Assessment: Frameworks, Influencing Factors, and Emerging Monitoring Approaches (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 6	Hanadi Elsablaoui, Mohamed Amine Mezghich, Ridha Ghayoula, Lasaad Latrach Hybrid CNN–GNN Model for Deepfake Image Forensics (HANA Laboratory, ENSI)
SP 1 - 7	Oumayma Cherni, Ines Ben Alaya, Majdi Jribi Optimisation de l’Acquisition en Imagerie par Résonance Magnétique (IRM) de Diffusion par une Nouvelle Approche Géométrique (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 8	Mohamed Ajili, Mohamed Amine Mezghich, Slim Mhiri Towards Automatic Segmentation and 3D Reconstruction of Spinal Vertebrae Using Deep Learning (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 9	Manel Zouaoui, Dorsaf Sebai , Faouzi Ghorbel Compression d’images par apprentissage fédéré (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 10	Chaima AThimni, Seif Eddine Amara, Mohamed Amine Mezghich, Slim Mhiri Deep Learning-Based Early Detection of Breast Cancer in Mammography Images: Impact of Image Enhancement Techniques (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 11	Malek Dinari , Enjie GHORBEL, Faouzi GHORBEL Machine Learning for Vital Signs Estimation (CRISTAL Laboratory-GRIFT, ENSI)
SP 1 - 12	Douha Jerbi Morphing SA(3)-Équivariant Tripolaire : Augmentation Géométriquement Préservée pour la Reconnaissance 3D (CRISTAL Laboratory-GRIFT, ENSI)

Session Poster P2 Chair Dr. Majdi Jribi (CRISTAL-GRIFT/ENSI,Tunisia)
09H00 – 10H00
SP 2 - 1	Ahmed Omrane, Mohamed Amine Mezghich, Slim Mhiri An Enhanced Customer Segmentation Algorithm Based on the RFM Model Using K-Means Clustering (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 2	Arwa Habbachi, Majdi Jribi Recalage ordonne des visages 3D en vue de reconnaissance (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 3	Wafa Janhaoui, Imen Ben Mansour, Moncef Tagina A Comprehensive Survey on Extended Job-Shop Scheduling Problems and Hybrid Reinforcement Learning Evolutionary Algorithms for Intelligent Industrial Systems (LARIA Laboratory, ENSI)
SP 2 - 4	Zeineb Bibani, Emna Ghorbel, Faouzi Ghorbel Robust 2D Shape Matching via Nonlinear Quadratic Transformation (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 5	Bouna Ali Taleb, Chaima Dhaouadi, Mohamed Amine Mezghich A Realistic Deformation Benchmark for Shape Descriptors (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 6	Achraf Antri, Dorsaf Sebai Enjeux et approches pour la gestion de l’eau en agriculture (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 7	Houyeme Baraketi, Mohamed Amine Mezghich, Slim Mhiri Comparative Study of Deep Learning Architectures for Human Activity Detection (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 8	Dalel Ibnelbey, Emna Ghorbel, Faouzi Ghorbel Data augmentation basée sur le morphing d’image couleur pour la detection des insectes nuisible (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 9	Chaima Dhaouadi, Mohamed Amine Mezghich, Faouzi Ghorbel Enhancing VGG16 with Analytic Fourier–Mellin Invariants (CRISTAL Laboratory-GRIFT, ENSI)
SP 2 - 10	Mayssa Madani Approches Multimodales EEG–IRMf pour la Reconnaissance des Émotions : Une Revue Systématique
SP 2 - 11	Chaima Chaouachi Évaluation de la reproductibilité des réseaux de neurones profonds (CRISTAL Laboratory-GRIFT, ENSI)