| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SEED-IV Session 2 → Session 3 | Accuracy100 | 198 | 3d ago | ||
| SEED-IV Session 1 → Session 3 | EGDA | Accuracy97.69 | 198 | 3d ago | |
| SEED-IV Session 1 → Session 2 | Accuracy100 | 134 | 3d ago | ||
| IEMOCAP | EmotionThinker | Accuracy77.68 | 71 | 2d ago | |
| SEED Session 1 → Session 2 | Accuracy100 | 70 | 3d ago | ||
| IEMOCAP 4-class (test) | ComP | WAR80.66 | 46 | 3d ago | |
| CRM-D | M2D-CLAP stage1 2025 | Accuracy73.4 | 39 | 3d ago | |
| IEMOCAP (test) | HRLF | Score (l)0.849 | 36 | 3d ago | |
| IEMOCAPSix (test) | ComP | Accuracy62.02 | 35 | 3d ago | |
| M3ED (test) | DialogueRNN | Weighted F152.28 | 35 | 3d ago | |
| M3ED (val) | DialogueRNN | Weighted F158.7 | 35 | 3d ago | |
| ER | BEATS_iter2 | Accuracy66.1 | 33 | 3d ago | |
| CH-SIMS 2 | ARL | Accuracy (5-class)45.79 | 26 | 3d ago | |
| CH-SIMS | OGMGE | Accuracy (5-Class)56.17 | 26 | 3d ago | |
| MOSEI | Coupled Mamba | Accuracy (7-Class)51.88 | 26 | 3d ago | |
| MOSI | Language | Accuracy (7-Class)40.84 | 26 | 3d ago | |
| MELD (test) | CoMPM | W-Avg F1 (7-cls)66.52 | 26 | 3d ago | |
| AffectNet 7 classes (test val) | EmotionGCN | Accuracy66.34 | 25 | 3d ago | |
| CREMA-D | Accuracy (6)68.4 | 23 | 3d ago | ||
| EMO | KEN | F1 Weighted90.6 | 21 | 3d ago | |
| RAVDESS (val) | MM student (sup) | Accuracy97.46 | 20 | 3d ago | |
| AffectNet 8 classes (test val) | EfficientNet-B2 | Accuracy62.42 | 20 | 3d ago | |
| DFEW (test) | ViT_LSTM | UAR55.61 | 20 | 3d ago | |
| RAVDESS 7-class | MultiMAE-DER-FSLF | WAR83.61 | 19 | 3d ago | |
| RAVDESS | BLSP-Emo | Accuracy72 | 19 | 3d ago |
