Author | Processing and training | Classification | Modalities | Accuracy ( | Sensitivity ( | Specificity ( |
---|---|---|---|---|---|---|
Basaia et al. (2019) [ | Whole Brain | CNN | AD-NC, | 99.2 | 98.9 | 99.5 |
Wang et al. (2021) [ | Hippocampus-based biomarker | Dense CNN | AD-NC | 89.8 | 98.5 | 85.2 |
Liu et al. (2019) [ | Segmented hippocampus | Multi-model CNN | AD-NC | 88.9 | 86.6 | 90.8 |
Katabathua et al. (2021) [ | Hippocampus atrophy | DenseCNN2 | AD-NC | 92.5 | 88.2 | 94.9 |
Zhang et al. (2021) [ | Whole brain | CAM-CNN | AD-NC | 97.3 | 97.1 | 99.7 |
Proposed method | Hippocampus atrophy | Efficient Net | AD-NC | 96 | 96.9 | 100 |