Enhanced Deep Learning Model for Alzheimer's Disease Classification Using Brain MRI: A Nigerian Population Study
The successful development and validation of our population-specific model represents a significant advancement in AD diagnosis for African populations. The high performance metrics validate our transfer learning approach and demonstrate that high-quality AD diagnosis models can be developed for specific populations while leveraging existing datasets for initial feature learning. This work provides a framework for developing locally-validated diagnostic tools in low-resource settings.
Authors
- Ayokunle Joshua Ola
Institutions
- University of Ibadan (NG)
Publication Details
- Journal
- Alzheimer s & Dementia
- Published
- 2025-12-01
- DOI
- https://doi.org/10.1002/alz70856_107749
- Primary Topic
- Dementia and Cognitive Impairment Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00