MDD Classification on REST-meta-MDD (10-fold Cross-val)
83.44AccuracyDual Cross-Attention Graph Learning Framework (Dose-based)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Dual Cross-Attention Graph Learning Framework (Dose-based)Modality=Multimodal, Atlas=Dose2026.04 | 83.44 | 83.58 | 83.29 | 84.21 | 83.89 | |
| Yuan et al.Modality=Multimodal2026.04 | 81.67 | 87.8 | 68.7 | — | 86.9 | |
| Fan et al.Modality=Multimodal2026.04 | 79.07 | — | — | — | — | |
| Dual Cross-Attention Graph Learning Framework (HO-based)Modality=Multimodal, Atlas=HO2026.04 | 78.34 | 75.68 | 81.18 | 81.1 | 78.29 | |
| HO-based modelModality=sMRI, Atlas=HO2026.04 | 77.77 | 74.32 | 81.45 | 81.06 | 77.52 | |
| Chen et al.Modality=Multimodal2026.04 | 77.76 | 83.23 | — | — | 79.92 | |
| Dual Cross-Attention Graph Learning Framework (CK-based)Modality=Multimodal, Atlas=CK2026.04 | 77.58 | 77.53 | 77.63 | 78.72 | 78.1 | |
| Dose-based modelModality=sMRI, Atlas=Dose2026.04 | 75.99 | 81.24 | 70.4 | 74.77 | 77.73 | |
| Dual Cross-Attention Graph Learning Framework (AAL-based)Modality=Multimodal, Atlas=AAL2026.04 | 75.54 | 80.25 | 70.52 | 74.38 | 77.2 | |
| AAL-based modelModality=sMRI, Atlas=AAL2026.04 | 74.52 | 79.75 | 68.95 | 73.31 | 76.36 | |
| Li et al.Modality=Multimodal2026.04 | 73.68 | 74.13 | 72.88 | 69.95 | 71.98 | |
| CK-based modelModality=sMRI, Atlas=CK2026.04 | 72.8 | 75.06 | 70.4 | 73.05 | 73.98 | |
| Zheng et al.Modality=Multimodal2026.04 | 72 | 64.9 | 77.5 | — | — | |
| AAL-based modelModality=rs-fMRI, Atlas=AAL2026.04 | 65.29 | 76.67 | 53.16 | 64.02 | 69.41 | |
| Dose-based modelModality=rs-fMRI, Atlas=Dose2026.04 | 64.97 | 70.62 | 58.95 | 65.19 | 66.93 | |
| CK-based modelModality=rs-fMRI, Atlas=CK2026.04 | 64.78 | 71.85 | 57.24 | 64.64 | 67.72 | |
| HO-based modelModality=rs-fMRI, Atlas=HO2026.04 | 64.39 | 74.32 | 53.82 | 63.29 | 68.15 |