Depression Detection on LMVD
77.59AccuracyREAD-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| READ-Net2026.01 | 77.59 | 78.1 | 77.59 | 77.47 | — | |
| BAR Loss2026.07 | 76.5 | 75 | 79.12 | 77.01 | 76.91 | |
| CAF-MambaModality=Bimodal2026.01 | 74.32 | 72.92 | 76.92 | 74.87 | 74.76 | |
| CAF-Mamba2026.07 | 74.32 | 72.92 | 76.92 | 74.87 | 74.76 | |
| MMD2026.01 | 73.79 | 74.2 | 73.79 | 73.68 | — | |
| ViT2026.01 | 73.03 | 73.52 | 73.03 | 72.9 | — | |
| SERes2026.01 | 72.54 | 73.13 | 72.54 | 72.36 | — | |
| DepMambaModality=Bimodal2026.01 | 72.13 | 70.18 | 76.56 | 73.2 | 73.02 | |
| DepM2026.01 | 72.13 | 70.18 | 76.56 | 73.2 | — | |
| DepMamba2026.07 | 72.13 | 70.18 | 76.56 | 73.2 | 73.02 | |
| STE-Mamba2026.07 | 71.58 | 68.57 | 79.12 | 73.47 | 73.19 | |
| Xcept2026.01 | 71.38 | 71.94 | 71.38 | 71.19 | — | |
| TAMFNModality=Bimodal2026.01 | 70.49 | 71.15 | 68.86 | 69.84 | 70.09 | |
| TAMFN2026.07 | 70.49 | 71.15 | 68.86 | 69.84 | 70.09 | |
| TBN2026.07 | 67.94 | 67.06 | 70.33 | 68.56 | 68.47 | |
| STSTModality=Bimodal2026.01 | 67.76 | 69.2 | 64.01 | 66.23 | 66.8 | |
| STST2026.07 | 67.76 | 69.2 | 64.01 | 66.23 | 66.8 | |
| BLSTMModality=Bimodal2026.01 | 66.85 | 65.81 | 70.33 | 67.83 | 67.71 | |
| Bi-LSTM2026.07 | 66.85 | 65.81 | 70.33 | 67.83 | 67.71 | |
| TFNModality=Bimodal2026.01 | 63.93 | 64.08 | 62.64 | 63.34 | 63.5 | |
| DepDetectorModality=Bimodal2026.01 | 61.93 | 60.36 | 72.16 | 65.08 | 64.88 | |
| DepTrans2026.07 | 61.93 | 60.36 | 72.16 | 65.08 | 64.88 | |
| KNNModality=Bimodal2026.01 | 56.83 | 57.43 | 50.92 | 53.92 | 54.77 |