Visual-Textual Embedding Fusion for Lung CT Retrieval: A Deep Learning Approach to Semantic Gap Reduction. - Mahbouba Hattab; Ahmed Maalel (SMC, 2025)

Semantic-Guided Deep Metric Learning for Lung Nodule Retrieval: A Radiology-Aware Framework to Bridge the Semantic Gap in CBMIR. - Mahbouba Hattab; Ahmed Maalel (ICAART (2), 2026)

Dist-CBMIR: A Semantics-Guided Distributed Metric Learning Framework for Lung Nodule Retrieval in CT Scans. - Mahbouba Hattab; Ahmed Maalel (ICPRAM, 2026)