Advances in AI-based diagnosis of Alzheimer’s disease using MRI: a comprehensive survey

1

AI and Deep Learning significantly enhance the detection and diagnosis of Alzheimer's disease through MRI imaging.
2

Key challenges in AI-driven MRI diagnostics for Alzheimer's include data access, model complexity, and interpretability.
3

The study emphasizes the need for federated learning to address data scarcity in Alzheimer's research.
4

Explainable AI frameworks and standardized benchmarking protocols are crucial for clinical adoption of AI methods.
5

Current research often focuses on marginal accuracy improvements rather than addressing fundamental translational obstacles.

Frontiers In Medicine

by Hasan Issa Raheem Alyaqoobi, Jose Manuel Lopez-Guede, Omer Asghar Dara, Jose Antonio Ramos-Hernanz, Iñigo Aramendia, Daniel Teso-Fz-Betoño
June 1, 2026

1