Depression recognition on Androids corpus (5-fold cross-val)
86.8PrecisionTRµMoE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TRµMoE2025.02 | 86.8 | 87.1 | 86.66 | 87 | 84.81 | |
| CPµMoE2025.02 | 85.81 | 83.63 | 84.23 | 85.25 | 84.81 | |
| BS22025.02 | 85.8 | 86.1 | 84.7 | 83.9 | — | |
| Silences2025.02 | 84.5 | 84.6 | 84.55 | 84.5 | — | |
| Sparse MoE2025.02 | 84.05 | 84.91 | 83.92 | 83.87 | 81.1 | |
| VIB-onlyEvaluation protocol=5-fold CV2026.06 | 83.2 | 78.4 | 77 | 75.1 | — | |
| StandardMINEEvaluation protocol=5-fold CV2026.06 | 81.5 | 66.4 | 71.4 | 71.6 | — | |
| Only speech2025.02 | 80.73 | 85.7 | 82.49 | 80.52 | 74.21 | |
| Normal (Oracle)Evaluation protocol=5-fold CV2026.06 | 79.5 | 88.3 | 83.4 | 81.8 | — | |
| DPPrivacy budget (epsilon)=8, Evaluation protocol=5-fold CV2026.06 | 77.7 | 67.6 | 70.7 | 69.9 | — | |
| InfoShieldEvaluation protocol=5-fold CV2026.06 | 77.6 | 85.3 | 78.4 | 77.4 | — | |
| TimeAwareMINEEvaluation protocol=5-fold CV2026.06 | 75.6 | 86.3 | 78.2 | 74 | — | |
| BS12025.02 | 73.5 | 74.5 | 73.6 | 73.3 | — | |
| Previous SOTAEvaluation protocol=5-fold CV2026.06 | 71.7 | 72.2 | 72.3 | 67.6 | — | |
| DPPrivacy budget (epsilon)=1, Evaluation protocol=5-fold CV2026.06 | 65.5 | 52.1 | 56.8 | 55 | — |