Depth Estimation Using Deep Learning Guided By Ontology Reasoning-Based Monocular Cues. - Fatima Ezzahra Benkirane; Nathan Crombez; Vincent Hilaire; Yassine Ruichek (IECON, 2022)

Integration of ontology reasoning-based monocular cues in deep learning modeling for single image depth estimation in urban driving scenarios. - Fatima Ezzahra Benkirane; Nathan Crombez; Yassine Ruichek; Vincent Hilaire (Knowl. Based Syst., 2023)

Hybrid AI for panoptic segmentation: An informed deep learning approach with integration of prior spatial relationships knowledge. - Fatima Ezzahra Benkirane; Nathan Crombez; Vincent Hilaire; Yassine Ruichek (Comput. Vis. Image Underst., 2024)

Integration of contextual knowledge in deep Learning modeling for vision-based scene analysis. (Intégration de connaissances contextuelles dans des modèles à base d'apprentissage profond pour l'analyse de données visuelles). - Fatima Ezzahra Benkirane (2024)