Table 1 Summary of literature Studies.
Reference | Year | Dataset | Models | Class | Accuracy |
|---|---|---|---|---|---|
Cholli & Naveen | 2024 | ADNI | VGG-19 ResNet-50 InceptionV3 | CN EMCI MCI LMCI AD | 97.54% 97.16% 98.70% |
Duan et al. | 2023 | ADNI-3 | Aux-ViT | AD vs. CN | 89.58% |
Kadri et al. | 2022 | ADNI OASIS | DenseNet121 Proposed ViT | AD, CN | 86.00% 96.00% |
Liu et al. | 2023 | ADNI-1 ADNI-2 | TriFormer (ViT) | AD, MCI, CN | 77.31% 84.10% |
Chen et al. | 2024 | ADNI | LongFormer (ViT) | AD, MCI, CN | 93.43% |
Chen et al. | 2024 | ADNI | AliFuse (ViT) | AD, MCI, CN | 87.93% |
Gamal et al. | 2022 | ADNI | CNN + ViT (ensemble) | AD vs. CN AD vs. MCI MCI vs. CN | 89.46% 78.60% 78.86% |
Şener et al. | 2024 | ADNI-3 | EfficientNetB0 EfficientNetB0 DenseNet121 | CN vs. AD MCI vs. AD CN vs. MCI | 98.94% 97.95% 98.42% |
