Radiological classification of dementia from anatomical MRI assisted by machine learning-derived maps

•Artificial intelligence tools have good performance to diagnose dementia from magnetic resonance imaging.•These tools are so far difficult to integrate in the clinical routine workflow.•Weight maps extracted from automatic classification, can highlight relevant atrophic areas.•The weight maps could easily be integrated to clinical practice.