Micro-expression recognition on SAMM 3-class
91.75Unweighted F1 Score (UF1)STAG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STAG2026.06 | 91.75 | — | 93.72 | |
| HFA-Net2026.06 | 90.02 | — | 89.38 | |
| MOLPub-Year=TPAMI-25, trained using multiple modalities=false2026.06 | 89.72 | — | 89 | |
| SAC2-NetPub-Year=Ours, trained using multiple modalities=false2026.06 | 89.17 | — | 84.32 | |
| LTR3OPub-Year=TAC-25, trained using multiple modalities=false2026.06 | 89.12 | — | 85.26 | |
| MESTI-MEGANetYear=2025, Protocol=LOSO2025.08 | 89 | 91.8 | 91.4 | |
| DBDE-Net2026.06 | 88.13 | — | 88.6 | |
| GCNs2026.06 | 88.07 | — | 86.18 | |
| CausalNet2026.06 | 87.08 | — | 85.22 | |
| HLoRA-MER2026.06 | 86.71 | — | — | |
| DSBICNet2026.06 | 86.7 | — | 86.41 | |
| FDP2026.06 | 86.67 | — | — | |
| Micro_NesTPub-Year=ESWA-25, trained using multiple modalities=false2026.06 | 86.64 | — | 87.31 | |
| ME-NAS2026.06 | 86.35 | — | 88.75 | |
| TSFmicro2026.06 | 85.67 | — | — | |
| GAMDSS(full)#param.=12.6M, FLOPs=11.1G2026.03 | 85.23 | 90.07 | — | |
| GAMDSS(rise)#param.=12.6M, FLOPs=5.5G2026.03 | 85.16 | 90.35 | — | |
| TleMerAdditional pre-training phase=true2026.03 | 84.85 | 90.15 | — | |
| SRMCL#param.=33.7M, FLOPs=6.6G2026.03 | 84.7 | 88.66 | — | |
| SRMCLPub-Year=TAC-24, trained using multiple modalities=false2026.06 | 84.7 | — | 88.66 | |
| MARNet2026.06 | 84.27 | — | 83.31 | |
| MMNet#param.=10.2M, FLOPs=7.6G2026.03 | 83.91 | 90.22 | — | |
| µ-BERTPub-Year=CVPR-23, trained using multiple modalities=false2026.06 | 83.86 | — | 84.75 | |
| EDMDBNPub-Year=PRL-25, trained using multiple modalities=false2026.06 | 83.36 | — | 86.61 | |
| MER-CLIP2026.06 | 83.21 | — | 84.34 | |
| DGAT2026.06 | 82.93 | — | 83.77 | |
| MOL2026.03 | 82.72 | 88.36 | — | |
| MOL2026.06 | 82.72 | — | — | |
| GTA2026.06 | 82.07 | — | — | |
| SCFRAM2026.06 | 81.5 | — | 82.7 | |
| HTNetPub-Year=NC-24, trained using multiple modalities=false2026.06 | 81.31 | — | 81.24 | |
| C3DBed2026.03 | 81.26 | 80.67 | — | |
| ATM-GCN2026.03 | 80.49 | 79.2 | — | |
| MPFNetPub-Year=TAC-25, trained using multiple modalities=false2026.06 | 79.5 | — | 83.9 | |
| AGT2026.06 | 79.28 | — | 76.43 | |
| ATM-GCN2026.06 | 79.2 | — | 80.49 | |
| CSARNet2026.03 | 78.94 | 79.24 | — | |
| ConvLSTM2026.06 | 78.92 | — | — | |
| ADSS2026.06 | 78.9 | — | — | |
| MFDANPub-Year=TCSVT-24, trained using multiple modalities=true2026.06 | 78.71 | — | 81.96 | |
| MMTNetPub-Year=JVCIR-25, trained using multiple modalities=true2026.06 | 77.89 | — | 75.52 | |
| AU-GCN2026.03 | 77.51 | 78.9 | — | |
| FRL-DGTYear=2023, Protocol=LOSO2025.08 | 77.2 | — | 75.8 | |
| FRL-DGTPub-Year=CVPR-23, trained using multiple modalities=false2026.06 | 77.2 | — | 75.8 | |
| GAMDSS(fall)#param.=12.6M, FLOPs=5.5G2026.03 | 76.62 | 84.73 | — | |
| GCL2026.06 | 76.5 | — | — | |
| MERSiamC3D2026.03 | 74.75 | 72.8 | — | |
| SGCN2026.06 | 74.4 | — | — | |
| FeatRefYear=2022, Protocol=LOSO2025.08 | 73.7 | — | 71.6 | |
| LRCN-STAN2026.06 | 73 | — | 77.3 | |
| GTS+GN+AU2026.06 | 71.1 | — | — | |
| TFT2026.06 | 70.9 | — | 65.6 | |
| EMRNetPub-Year=AIR-25, trained using multiple modalities=false2026.06 | 67.82 | — | 68.97 | |
| MMTNet2026.06 | 67.36 | — | — | |
| ConvNeXt-T#param.=29M, FLOPs=4.5G2026.03 | 66.86 | 82.44 | — | |
| OFVIG-NetYear=2025, Protocol=LOSO2025.08 | 60.7 | — | 57.9 | |
| OFVIG-Net2026.06 | 60.66 | — | 57.87 | |
| VMamba-T#param.=30M, FLOPs=4.9G2026.03 | 60.56 | 74.05 | — | |
| Swin-T#param.=28M, FLOPs=4.5G2026.03 | 60.52 | 77.09 | — | |
| Dual-ATMEYear=2023, Protocol=LOSO2025.08 | 56.2 | 71.4 | 53.8 |