Depression Detection on D-Vlog
97.35F1 ScoreSCD-MLLM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SCD-MLLMModal=T+A+V2025.12 | 97.35 | — | — | — | — | |
| SCD-MLLMModal=T+A+V2025.12 | 97.35 | — | — | — | — | |
| SCD-MLLMModal=T+V2025.12 | 96.81 | — | — | — | — | |
| SCD-MLLMModal=T+A2025.12 | 93.67 | — | — | — | — | |
| GPT-4oModal=T+A+V2025.12 | 93.67 | — | — | — | — | |
| GPT-4oModal=T2025.12 | 91.56 | — | — | — | — | |
| GPT-4oModal=T+V2025.12 | 91.49 | — | — | — | — | |
| GPT-4oModal=T+A2025.12 | 91.03 | — | — | — | — | |
| Gemini 2.5Modal=T2025.12 | 90 | — | — | — | — | |
| SCD-MLLMModal=T2025.12 | 88.92 | — | — | — | — | |
| BAR Loss2026.07 | 77.66 | 71.23 | 70.67 | 86.18 | 76.44 | |
| CAF-MambaModality=Bimodal2026.01 | 77.04 | 72.17 | 73.88 | 80.49 | 75.9 | |
| CAF-Mamba2026.07 | 77.04 | 72.17 | 73.88 | 80.49 | 75.9 | |
| READ-Net2026.01 | 76.52 | — | 73.94 | 79.27 | — | |
| STE-Mamba2026.07 | 76.49 | 69.34 | 68.35 | 86.8 | 75.25 | |
| DepMambaModality=Bimodal2026.01 | 76.44 | 68.87 | 68.19 | 86.99 | 75.12 | |
| DepMamba2026.07 | 76.44 | 68.87 | 68.19 | 86.99 | 75.12 | |
| EMO-MambaModal=A+V2025.12 | 75.66 | — | — | — | — | |
| DepMambaModal=A+V2025.12 | 75.12 | — | — | — | — | |
| STSTModality=Bimodal2026.01 | 75 | 70.7 | 72.5 | 77.67 | 73.97 | |
| STSTModal=A+V2025.12 | 75 | — | — | — | — | |
| TAMFN2026.01 | 74.75 | — | 68.08 | 82.93 | — | |
| TAMFN2026.07 | 74.75 | 67.45 | 68.08 | 82.93 | 73.3 | |
| DepMS2026.01 | 73.51 | — | 71.53 | 75.6 | — | |
| STATModal=A+V2025.12 | 73.51 | — | — | — | — | |
| DepTrans2026.07 | 72.54 | 62.89 | 64.43 | 84.82 | 71.17 | |
| Bi-LSTM2026.07 | 71.1 | 64.47 | 67.68 | 75.34 | 69.65 | |
| FairReFuseModal=A2025.12 | 70 | — | — | — | — | |
| STFT2026.01 | 69.77 | — | 64.67 | 77.51 | — | |
| STST2026.07 | 69.77 | 61.79 | 64.67 | 77.51 | 68.44 | |
| DepM2026.01 | 68.91 | — | 69.64 | 69.79 | — | |
| JAMFN2026.01 | 68.25 | — | 68.18 | 68.39 | — | |
| TBN2026.07 | 67.16 | 63.21 | 69.99 | 65.31 | 66.42 | |
| ABDM2026.01 | 66.64 | — | 67.27 | 67.77 | — | |
| TAMFNModality=Bimodal2026.01 | 65.82 | — | 66.02 | 66.5 | 66.11 | |
| DepDetectorModality=Bimodal2026.01 | 63.5 | — | 65.4 | 65.57 | 64.82 | |
| TFNModality=Bimodal2026.01 | 61 | — | 61.39 | 62.26 | 61.55 | |
| Gemini 2.5Modal=T+V2025.12 | 60.78 | — | — | — | — | |
| Gemini 2.5Modal=T+A2025.12 | 60.51 | — | — | — | — | |
| Gemini 2.5Modal=T+A+V2025.12 | 59.94 | — | — | — | — | |
| BLSTMModality=Bimodal2026.01 | 59.7 | — | 60.81 | 61.79 | 60.77 | |
| KNNModality=Bimodal2026.01 | 54.25 | — | 57.86 | 59.43 | 57.18 |