Depression Severity Estimation on EDAIC (test)
4.37RMSEGonc¸ et al.
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Gonc¸ et al.Modality=T, Year=20252026.04 | 4.37 | 3.46 | — | |
| Zhang et al.Modality=A+V+T, Year=20202026.04 | 4.47 | — | — | |
| Zhang et al.Modality=T, Year=20202026.04 | 4.66 | — | — | |
| Yuan et al.Modality=A+V+T, Year=20242026.04 | 4.91 | 3.98 | — | |
| Li et al.Modality=A+V, Year=20252026.04 | 5.1 | 4.41 | — | |
| Symptom-guided cross-attention frameworkTemperature Scaling=Learnable (per symptom)2026.02 | 5.15 | 4.13 | 0.52 | |
| Fang et al.Modality=A+V, Year=20232026.04 | 5.17 | — | — | |
| Pan et al.Modality=A+V, Year=20242026.04 | 5.35 | 4.32 | — | |
| Saggu et al.Modality=A+V+T, Year=20222026.04 | 5.36 | — | — | |
| Yin et al.2026.02 | 5.5 | — | 0.44 | |
| Yin et al.Modality=A+V+T, Year=20192026.04 | 5.5 | — | — | |
| Yu et al. Baseline2026.02 | 5.58 | — | 0.48 | |
| MA-DLEModality=A, Year=20252026.04 | 5.72 | 4.68 | — | |
| Rodrigues et al.Modality=V, Year=20192026.04 | 5.74 | — | — | |
| Chen et al.Modality=A, Year=20252026.04 | 5.76 | 5 | — | |
| Zhao et al.2026.02 | 5.78 | 5.13 | — | |
| Uddin et al.Modality=A, Year=20222026.04 | 5.78 | — | — | |
| Shen et al.Modality=V, Year=20242026.04 | 5.83 | — | — | |
| Fan et al.2026.02 | 5.91 | 4.39 | 0.43 | |
| Fan et al.Modality=A+T, Year=20192026.04 | 5.91 | — | — | |
| Xu et al.Modality=V, Year=20242026.04 | 5.99 | — | — | |
| Makiuchi et al.2026.02 | 6.11 | — | 0.4 | |
| Han et al.2026.02 | 6.29 | 5.38 | — | |
| Han et al.Modality=A, Year=20232026.04 | 6.29 | 5.38 | — | |
| Ringeval et al.Modality=A+V, Year=20192026.04 | 6.37 | — | — | |
| Rodrigues et al.Modality=A, Year=20192026.04 | 6.71 | — | — | |
| Zhang et al.2026.02 | 6.78 | 5.77 | — | |
| Ringeval et al.Modality=A, Year=20192026.04 | 8 | — | — | |
| Sun et al.Modality=A, Year=20212026.04 | 8.67 | — | — | |
| Sun et al.Modality=A+V+T, Year=20222026.04 | — | 4.37 | — |