Classification (HC vs. SCD) on Multimodal FC+SC (five-fold cross-validation)
76Accuracy (ACC)ResNet+Transformer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ResNet+Transformercounterfactual attention=true2026.05 | 76 | 75 | 77.5 | 72.62 | |
| CNNcounterfactual attention=true2026.05 | 73.33 | 66.67 | 64.33 | 61.98 | |
| CNN+Transformercounterfactual attention=true2026.05 | 70.67 | 71.67 | 63.5 | 63.74 | |
| Transformercounterfactual attention=true2026.05 | 66.67 | 68.33 | 70.83 | 62.38 | |
| Sibilano et al.2026.05 | 62.67 | 63.33 | 61.67 | 58.81 | |
| Ramzan et al.2026.05 | 61.33 | 60 | 58.5 | 53.45 | |
| Feng et al.2026.05 | 58.67 | 60 | 47.67 | 50.21 | |
| Adarsh et al.2026.05 | 50.67 | 46.67 | 42.67 | 41.55 | |
| Tang et al.2026.05 | 50.67 | 55 | 40.67 | 44.1 | |
| Huang et al.2026.05 | 46.67 | 45 | 25 | 31.43 | |
| Zuo et al.2026.05 | 44 | 40 | 32 | 33.57 | |
| Li et al.2026.05 | 38.67 | 41.67 | 22 | 27.86 |