| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DFEW (5-fold cross-val) | ViT-H FlashLite | UAR68.25 | 63 | 25d ago | |
| FERV39k | ViT-H FlashLite | UAR45.12 | 59 | 25d ago | |
| DFEW | HumanOmni | WAR82.48 | 55 | 1mo ago | |
| DFEW (test) | SSM | UAR64.83 | 39 | 25d ago | |
| FERV39k official protocol | UAR44.01 | 19 | 3mo ago | ||
| FERV39K (test) | UAR43.52 | 19 | 3mo ago | ||
| MAFW | Omni-Emotion | UAR53.81 | 16 | 5mo ago | |
| MAFW (test) | SSM | UAR43.38 | 12 | 3mo ago | |
| DFEW (val) | MMA-DFER, Transformer | WAR77.51 | 8 | 1mo ago | |
| MEAD 8-class | MTCAE-DFER | WAR88.44 | 8 | 5mo ago | |
| CREMA-D 6-class (test) | MTCAE-DFER | WAR85.03 | 8 | 5mo ago | |
| RAVDESS 7-class | MTCAE-DFER | WAR83.69 | 8 | 5mo ago |
