Depression Detection on Large-Scale Multimodal Vlog Dataset (LMVD) (test)
0.7869AccuracyCAF-Mamba
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CAF-MambaModality=Multimodal2026.01 | 0.7869 | 0.7826 | 0.7912 | 0.7869 | |
| MDDformerModality=Multimodal2026.01 | 0.7688 | 0.7702 | 0.7688 | 0.7685 | |
| ViTModality=Multimodal2026.01 | 0.7303 | 0.7352 | 0.7303 | 0.729 | |
| BiLSTMModality=Multimodal2026.01 | 0.7259 | 0.7302 | 0.7259 | 0.7247 | |
| SEResnetModality=Multimodal2026.01 | 0.7254 | 0.7313 | 0.7254 | 0.7236 | |
| XceptionModality=Multimodal2026.01 | 0.7138 | 0.7194 | 0.7138 | 0.7119 | |
| RFModality=Multimodal2026.01 | 0.6923 | 0.6934 | 0.6923 | 0.6917 | |
| LRModality=Multimodal2026.01 | 0.6488 | 0.6519 | 0.6488 | 0.6473 | |
| SVMModality=Multimodal2026.01 | 0.6466 | 0.6577 | 0.6466 | 0.6406 | |
| KNNModality=Multimodal2026.01 | 0.5834 | 0.5975 | 0.5834 | 0.5687 |