Major Depressive Disorder Detection on MDD
0.998ROC-AUCFM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FMFoundation Model=CSBrain, Description=foundation model itself2026.05 | 0.998 | — | — | — | |
| BrepFoundation Model=LaBraM, Description=representation-causal features (test-supported)2026.05 | 0.989 | — | 47 | 1.012 | |
| FMFoundation Model=CBraMod, Description=foundation model itself2026.05 | 0.987 | — | — | — | |
| BencFoundation Model=CSBrain, Description=encoded features2026.05 | 0.986 | — | — | — | |
| BencFoundation Model=CBraMod, Description=encoded features2026.05 | 0.986 | — | — | — | |
| BencFoundation Model=LaBraM, Description=encoded features2026.05 | 0.986 | — | — | — | |
| BallFoundation Model=CSBrain, Description=all 63 features2026.05 | 0.985 | — | — | — | |
| BfamFoundation Model=CSBrain, Description=family-supported features2026.05 | 0.985 | — | — | — | |
| BallFoundation Model=CBraMod, Description=all 63 features2026.05 | 0.985 | — | — | — | |
| BrepFoundation Model=CBraMod, Description=representation-causal features (test-supported)2026.05 | 0.985 | — | 53 | 0.995 | |
| BfamFoundation Model=CBraMod, Description=family-supported features2026.05 | 0.985 | — | — | — | |
| BallFoundation Model=LaBraM, Description=all 63 features2026.05 | 0.985 | — | — | — | |
| BfamFoundation Model=LaBraM, Description=family-supported features2026.05 | 0.985 | — | — | — | |
| BrepFoundation Model=CSBrain, Description=representation-causal features (test-supported)2026.05 | 0.984 | — | 37 | 0.974 | |
| FMFoundation Model=LaBraM, Description=foundation model itself2026.05 | 0.984 | — | — | — | |
| B0Foundation Model=CSBrain, Description=minimal-spectrum baseline2026.05 | 0.981 | — | — | — | |
| B0Foundation Model=CBraMod, Description=minimal-spectrum baseline2026.05 | 0.981 | — | — | — | |
| B0Foundation Model=LaBraM, Description=minimal-spectrum baseline2026.05 | 0.981 | — | — | — | |
| BrandFoundation Model=CBraMod, Description=same-dimension random-feature baseline2026.05 | 0.523 | — | — | — | |
| BrandFoundation Model=LaBraM, Description=same-dimension random-feature baseline2026.05 | 0.516 | — | — | — | |
| BrandFoundation Model=CSBrain, Description=same-dimension random-feature baseline2026.05 | 0.477 | — | — | — |