Multimodal Deep Learning Approaches for Early Detection of Alzheimer’s Disease: A Comprehensive Systematic Review of Image Processing Techniques

The integration of multimodal imaging with deep learning techniques presents an exciting direction for developing improved AD diagnostic tools. However, significant challenges remain in achieving accurate, reliable, and understandable clinical applications.

Authors

Institutions

Publication Details

Journal
Current Alzheimer Research
Published
2025-08-01
DOI
https://doi.org/10.2174/0115672050401817250721190509
Primary Topic
AI in cancer detection
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Multimodal Deep Learning Approaches for Early Detection of Alzheimer’s Disease: A Comprehensive Systematic Review of Image Processing Techniques

Michel Mourad, Jabli Mohamed Amine
Current Alzheimer Research
AI in cancer detection
article

Multimodal Deep Learning Approaches for Early Detection of Alzheimer’s Disease: A Comprehensive Systematic Review of Image Processing Techniques

Michel Mourad, Jabli Mohamed Amine
article en

Abstract

The integration of multimodal imaging with deep learning techniques presents an exciting direction for developing improved AD diagnostic tools. However, significant challenges remain in achieving accurate, reliable, and understandable clinical applications.

Current Alzheimer ResearchVol. 22(8)
University of Sousse (TN)
Openalex Percentile: Top 90%
AI in cancer detection
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Multimodal Deep Learning Approaches for Early Detection of Alzheimer’s Disease: A Comprehensive Systematic Review of Image Processing Techniques — Michel Mourad, Jabli Mohamed Amine · Current Alzheimer Research (2025) | TGRS Research Map | TGRS