Depression recognition on E-DAIC-WOZ (test)
3.32MAELLM-Generated Summary Guided Depression Detection
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LLM-Generated Summary Guided Depression Detection2026.04 | 3.32 | 0.717 | — | — | — | — | |
| MLlm-DR2025.07 | 3.41 | 0.72 | 77 | 81 | 79 | 4.59 | |
| GPT-o3zero-shot=true2026.04 | 3.67 | 0.698 | — | — | — | — | |
| MMCLYear=20252025.07 | 3.85 | — | 74 | 73 | 72 | 4.76 | |
| P+W+AYear=20242025.07 | 3.86 | — | — | — | — | 4.66 | |
| EP2026.04 | 3.89 | 0.688 | — | — | — | — | |
| MMFFYear=20222025.07 | 3.98 | 0.67 | — | — | — | 4.91 | |
| Yuan et al.2026.04 | 3.98 | 0.676 | — | — | — | — | |
| MIMRL2026.04 | 4.36 | 0.58 | — | — | — | — | |
| CubeMLPYear=20222025.07 | 4.37 | 0.58 | — | — | — | — | |
| CubeMLP2026.04 | 4.37 | 0.583 | — | — | — | — | |
| TensorFormer2026.04 | 5.13 | 0.493 | — | — | — | — | |
| Teng et al.2026.04 | 5.21 | 0.466 | — | — | — | — | |
| Wu et al.2026.04 | 5.44 | 0.451 | — | — | — | — | |
| AFT2026.04 | 5.66 | 0.443 | — | — | — | — | |
| AVEC2019 Baseline2026.04 | 6.37 | 0.111 | — | — | — | — | |
| HiQuEYear=20242025.07 | — | — | 71 | 70 | 70 | — | |
| MulTYear=20192025.07 | — | — | 64 | 65 | 64 | — | |
| Van Steijn et al.2026.04 | — | 0.62 | — | — | — | — |