Classification (SCD vs. MCI) on Multimodal (FC+SC) Dataset (five-fold cross-validation)
75Accuracy (ACC)Zuo et al.
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Zuo et al.2026.05 | 75 | 70 | 66.17 | 64.9 | |
| ViTcounterfactual attention=true2026.05 | 68 | 66.67 | 67.5 | 64.95 | |
| Sibilano et al.2026.05 | 67 | 63.33 | 63.5 | 60.74 | |
| ResNetcounterfactual attention=true2026.05 | 63 | 58.33 | 56.83 | 54.79 | |
| Transformercounterfactual attention=true2026.05 | 63 | 60 | 60.17 | 57.07 | |
| Li et al.2026.05 | 59 | 51.67 | 39.67 | 42.88 | |
| Adarsh et al.2026.05 | 58 | 55 | 48.5 | 46.79 | |
| ResNet+Transformercounterfactual attention=true2026.05 | 55 | 50 | 44.33 | 45.26 | |
| Ramzan et al.2026.05 | 54 | 55 | 50 | 48.05 | |
| Huang et al.2026.05 | 46 | 48.33 | 27.33 | 33.6 | |
| Tang et al.2026.05 | 45 | 41.67 | 40.83 | 39.95 | |
| Feng et al.2026.05 | 45 | 40 | 35.83 | 36.38 |