Francesco Fontanella

STAG-Net: A Spatial–Temporal Attention-Guided Network for Pathological Gait Classification

Human gait is a complex motor process regulated by the nervous system, where even subtle alterations in stride symmetry, stance duration or joint coordination directly reflect underlying motor and neurological impairments. Consequently, gait analysis provides a highly sensitive,...

AXIAL: Attention-based eXplainability for Interpretable Alzheimer’s Localized diagnosis using 2D CNNs on 3D MRI brain scans

Deep learning models for Alzheimer’s disease (AD) diagnosis from magnetic resonance imaging (MRI) have achieved high performance, but clinical adoption remains limited because reliability and generalizability remain uncertain. Reported results are often difficult to compare becau...