Table 6 A comparison of a proposed framework with existing SOTA techniques.
Reference | Year | Methodology | Dataset | Accuracy (%) |
|---|---|---|---|---|
Awarayi et al.40 | 2024 | bilateral filtering techniques + customized CNN | Alzheimer MRI | 93.45 |
Alatrany et al.41 | 2024 | Reduction method + SVM | Alzheimer MRI | 90.7 |
Murugan et al.23 | 2021 | Customized DEMnet | Alzheimer MRI | 95.23 |
Mggdadi et al.37 | 2021 | 2D CNN + vgg16 | Alzheimer MRI | 70.3 |
Ghazal et al.38 | 2022 | Pre-trained DL models using TL | Alzheimer MRI | 91.70 |
Shukla et al.39 | 2023 | Multimodal CNN | Alzheimer MRI | 95.00 |
Proposed method | Alzheimer MRI | 96.1 | ||
