| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CASME II | EPIR | UF198.82 | 53 | 9d ago | |
| SMIC | μ-BERT | UF10.855 | 44 | 9d ago | |
| SAMM | EPIR | UF183.83 | 44 | 9d ago | |
| IMER SLCV incremental learning stages (5 sessions) | L2P | Session 1 Accuracy49.6 | 34 | 19d ago | |
| SAMM | Micro-AU CLIP | F1 Score (Micro)74.7 | 22 | 1mo ago | |
| CASME II 5-class | GAMDSS(rise) | Accuracy87.5 | 19 | 1mo ago | |
| Full | EPIR | UF188.52 | 17 | 9d ago | |
| IMER (ILCV) (incremental learning stages (5 sessions)) | MR | Accuracy (Session 1)59.54 | 17 | 19d ago | |
| SAMM 5-class | µ-BERT | Accuracy84.75 | 17 | 1mo ago | |
| CASME II 3-class | GAMDSS(rise) | Accuracy94.84 | 17 | 1mo ago | |
| SAMM 3-class | GAMDSS(rise) | Accuracy90.35 | 15 | 1mo ago | |
| CASME II | Weighted F1 Score (WF1)90.8 | 13 | 1mo ago | ||
| SAMM (LOSO) | HTNet | UF181.31 | 13 | 1mo ago | |
| CASME II (LOSO) | HTNet | UF10.9532 | 13 | 1mo ago | |
| SMIC (LOSO) | HTNet | UF180.49 | 13 | 1mo ago | |
| Full (LOSO) | HTNet | UF186.03 | 13 | 1mo ago | |
| MEGC Full 2019 | FRL-DGT | UF10.812 | 12 | 1mo ago | |
| MEGC Composite 2019 (test) | μ-BERT | UF189.03 | 10 | 1mo ago | |
| CASME3 (test) | μ-BERT | UF10.5604 | 10 | 1mo ago | |
| 4DME 4DMR 2025 Challenge (test) | MicroAttNet | UF155.4 | 6 | 19d ago | |
| SAMM | Ours | Accuracy (ACC)56.86 | 5 | 1mo ago | |
| CASME | Ours | ACC44.7 | 5 | 1mo ago | |
| CASME III Part A | HTNet | UF157.67 | 5 | 1mo ago | |
| Composite Dataset | SKFlow+SRFlow | PM70.13 | 4 | 1mo ago |
