Ai applied to neuroimaging

A.A. 2024/2025
6
Crediti massimi
48
Ore totali
SSD
FIS/07 MED/37
Lingua
Inglese
Obiettivi formativi
The course in "AI Applied to Neuroimaging" in the Master's program in Human-centered artificial intelligence's primary objective is to provide students with an understanding of the applications of artificial intelligence in the field of neuroimaging.
Risultati apprendimento attesi
The course provides knowledge of the main techniques of imaging the central nervous system, with a special focus on MRI, presenting the basics of both conventional imaging and advanced MRI techniques in different neurological pathologies. The course will cover all aspects of neuroimaging that are and will be topics of an AI application: starting from acquisition techniques (e.g., speeding up acquisitions, optimization of image quality), meaning and post-processing of conventional and advanced images (Diffusion based imaging, perfusion, spectroscopy, functional MRI, quantitative mapping), storage and sharing of datasets, image segmentation, workflow optimization, data reporting and also the diagnostic qualitative interpretation of the images in the clinical medical routine.

The course provides basic knowledge of the main neurological pathologies of the and their clinical and research challenges with potential contribution of AI.

Students will test their knowledge and skills in applying AI neuroimaging approaches using dedicated open-course or company-owned AI imaging tools through hand-on practice laboratories on MRI datasets.
Corso singolo

Questo insegnamento non può essere seguito come corso singolo. Puoi trovare gli insegnamenti disponibili consultando il catalogo corsi singoli.

Programma e organizzazione didattica

Edizione unica

Periodo
Primo semestre
FIS/07 - FISICA APPLICATA (A BENI CULTURALI, AMBIENTALI, BIOLOGIA E MEDICINA) - CFU: 3
MED/37 - NEURORADIOLOGIA - CFU: 3
Lezioni: 48 ore
Docenti: Caverzasi Eduardo, Magenes Giovanni, Pichiecchio Anna, Postuma Ian