Psychiatric Diagnosis Classification on REST-meta-MDD (leave-one-site-out CV test)
68.1Classification Accuracy (S1)BrainRiem
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BrainRiemEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 68.1 | — | 77.8 | 61.2 | 74.2 | 65.8 | 70.2 | |
| NRCEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 62.8 | — | 68.8 | 58.9 | 67.1 | 61.4 | 63.7 | |
| StruRWEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 62.8 | — | 69.4 | 58.8 | 66.7 | 61.5 | 64 | |
| UDA-GCNEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 62.5 | — | 68.6 | 58.7 | 65.5 | 60.8 | 63.1 | |
| G-SFDAEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 61.2 | — | 66.8 | 57.8 | 63.3 | 60.6 | 62.6 | |
| SHOTEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 61.1 | — | 64.9 | 57.9 | 64.1 | 60.1 | 62.8 | |
| 3C-GANEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 59.9 | — | 62.5 | 57 | 61 | 58.3 | 60.7 | |
| DANNEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 59.3 | — | 60.9 | 57 | 60.4 | 57.3 | 59.5 | |
| CORALEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 56.9 | — | 60.1 | 55.9 | 58.6 | 56.9 | 58.7 | |
| A-GCLEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 55.8 | — | 56.4 | 55 | 53.2 | 54.7 | 53.7 | |
| SPD-GNNEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 52 | — | 48 | 52.7 | 52 | 53 | 50.6 | |
| BrainGNNEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 52 | — | 51.2 | 54.6 | 54.2 | 54.4 | 54.6 | |
| SPDNetEvaluation protocol=Leave-One-Site-Out (LOSO)2026.06 | 48.2 | — | 44.8 | 52.8 | 47.3 | 52.1 | 49.9 | |
| BrainIB2026.04 | — | 70.02 | — | — | — | — | — | |
| CcSi-MHAHGEL2026.04 | — | 68.77 | — | — | — | — | — | |
| DIR-GNN2026.04 | — | 64.53 | — | — | — | — | — | |
| GAT2026.04 | — | 64.77 | — | — | — | — | — | |
| GCN2026.04 | — | 60.82 | — | — | — | — | — | |
| GIN2026.04 | — | 65.42 | — | — | — | — | — | |
| HL2026.04 | — | 70.16 | — | — | — | — | — | |
| HyBRiD2026.04 | — | 70.86 | — | — | — | — | — | |
| MHNet2026.04 | — | 71.03 | — | — | — | — | — | |
| MvHo-IB++2026.04 | — | 72.53 | — | — | — | — | — | |
| SIB2026.04 | — | 55.72 | — | — | — | — | — |