| DAIC-WOZ (dev) | RED | F1 (avg)90 | | 43 | 1mo ago |
| D-Vlog | SCD-MLLM | F1 Score97.35 | | 33 | 3mo ago |
| TRT (test) | Unconstrained (BERT) | F1 Score0.82 | | 25 | 3mo ago |
| RSDD (test) | PHQ9 (scores) | F1 Score85 | | 25 | 3mo ago |
| eRisk (test) | PHQ9 (vectors) | F1 Score0.78 | | 24 | 3mo ago |
| DAIC-WOZ | READ-Net | F1 Score79.53 | | 17 | 3mo ago |
| Mumtaz 2016 (10-fold cross-validation) | SGC | Accuracy95.19 | | 15 | 1d ago |
| MODMA | CDMA | F1 Score89.6 | | 15 | 2mo ago |
| MODMA (5-fold cross-val) | TRI-DEP (Weighted Averaging) | Macro F186.4 | | 14 | 2mo ago |
| LMVD | READ-Net | Accuracy77.59 | | 14 | 3mo ago |
| DAIC-WOZ (val) | TAAC | Accuracy84.75 | | 10 | 21d ago |
| Large-Scale Multimodal Vlog Dataset (LMVD) (test) | CAF-Mamba | Accuracy0.7869 | | 10 | 3mo ago |
| DAIC-WOZ | CARE | Weighted F1-score68.5 | | 8 | 2mo ago |
| DAIC-WOZ (held-out) | OMNISAPIENS-7B SFT | F1 Score0.749 | | 8 | 3mo ago |
| DAIC-WOZ (cross-validation) | Recurrence biomarkers | AUC0.689 | | 7 | 1mo ago |
| DAIC-WOZ | PsyGAT | Macro F1 Score89.99 | | 7 | 1mo ago |
| HCFK Chinese (test) | SAMO | Accuracy62.18 | | 6 | 1mo ago |
| HCFK English (test) | SAMO | Accuracy64.37 | | 6 | 1mo ago |
| Chinese | PHOENIX-Mamba | Accuracy94.41 | | 5 | 1mo ago |
| English | PHOENIX-Mamba | Accuracy97.04 | | 5 | 1mo ago |
| Depression Detection | Timing-RAG (Llama3 8B Instruct) | Mean ECE0.0276 | | 5 | 3mo ago |
| DAIC-WOZ (train) | GPT-4-turbo SMMR Enhanced | Accuracy79 | | 4 | 21d ago |
| MODMA cross-domain (val) | | Accuracy96.3 | | 4 | 28d ago |
| EATD-Corpus (test) | | F1 Score0.73 | | 4 | 3mo ago |
| Instagram (212 days observation period) | ResNeXt | Precision77 | | 4 | 3mo ago |
