Micro-expression recognition on SAMM
88.35UF1MEDN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MEDNApex Frame=false2026.04 | 88.35 | 86.79 | |
| GAMDSSApex Frame=true2026.04 | 85.23 | — | |
| EPIRProtocol=CDE, Params=7.03, FLOPs=84.032026.04 | 83.83 | 83.83 | |
| MER-CLIPApex Frame=false2026.04 | 83.21 | 84.34 | |
| MERASTCApex Frame=false2026.04 | 83 | 84.6 | |
| MTMNetApex Frame=true2026.04 | 82.5 | 81.9 | |
| HTNetProtocol=CDE, Params=438.51, FLOPs=214.62026.04 | 81.31 | 81.24 | |
| EPIREvaluation Protocol=SDE protocol, Params=7.03, FLOPs=84.032026.04 | 80.11 | 80.52 | |
| MPFNet-CApex Frame=true2026.04 | 79.5 | 83.9 | |
| MPFNet-PApex Frame=true2026.04 | 79.1 | 82.6 | |
| MFDANProtocol=CDE2026.04 | 78.71 | 81.96 | |
| MFDANApex Frame=true2026.04 | 78.71 | 81.96 | |
| EMRProtocol=CDE2026.04 | 77.54 | 71.52 | |
| NeuralApex Frame=true2026.04 | 77.54 | 71.52 | |
| AUGCNApex Frame=true2026.04 | 77.51 | 78.9 | |
| EMRNetYear=2019, Type=Deep-Learning, Evaluation Protocol=LOSO, Extra Datasets=CK+2023.04 | 77.5 | 71.5 | |
| FGRL-AUFYear=2021, Type=Deep-Learning, Evaluation Protocol=LOSO, Extra Datasets=CASME II and SAMM annotated AUs2023.04 | 77.5 | 78.9 | |
| FRL-DGTYear=2022, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 77.2 | 75.8 | |
| FRL-DGTProtocol=CDE2026.04 | 77.2 | 75.8 | |
| RCN-AYear=2020, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 76 | 67.2 | |
| RCN-AProtocol=CDE2026.04 | 76 | 67.2 | |
| MERSiamC3DYear=2021, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 74.8 | 72.8 | |
| MERSiamC3DProtocol=CDE2026.04 | 74.8 | 72.8 | |
| GLEFFNProtocol=CDE2026.04 | 74.58 | 78.43 | |
| GLEFFNApex Frame=false2026.04 | 74.58 | 78.43 | |
| FeatRefProtocol=CDE2026.04 | 73.72 | 71.55 | |
| FeatRefYear=2022, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 73.7 | 71.6 | |
| ME-PLANApex Frame=false2026.04 | 73.58 | 76.87 | |
| ME-PLANYear=2022, Type=Deep-Learning, Evaluation Protocol=LOSO, Extra Datasets=CK+, Oulu-CASIA and DFEW macro-expression pre-training2023.04 | 71.6 | 74.2 | |
| AUGCN+AUFusionEvaluation Protocol=SDE protocol2026.04 | 70.45 | 74.26 | |
| Graph-TCNEvaluation Protocol=SDE protocol2026.04 | 69.85 | 75 | |
| GEMEYear=2021, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 68.7 | 65.4 | |
| GEMEProtocol=CDE2026.04 | 68.7 | 65.4 | |
| SRMCLEvaluation Protocol=SDE protocol2026.04 | 65.99 | 74.63 | |
| STSTNetYear=2019, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 65.9 | 68.1 | |
| STSTNetProtocol=CDE2026.04 | 65.88 | 68.1 | |
| STSTNetApex Frame=true2026.04 | 65.88 | 68.1 | |
| SLSTTEvaluation Protocol=SDE protocol2026.04 | 64 | 72.39 | |
| CapsuleNetYear=2019, Type=Deep-Learning, Evaluation Protocol=LOSO2023.04 | 62.1 | 59.9 | |
| CapsuleNetProtocol=CDE2026.04 | 62.09 | 59.89 | |
| CapsuleNetApex Frame=true2026.04 | 62.09 | 59.89 | |
| OFVIG-NetProtocol=CDE2026.04 | 60.66 | 57.87 | |
| Dual-InceptionProtocol=CDE2026.04 | 58.68 | 56.63 | |
| I3D+MOCOEvaluation Protocol=SDE protocol2026.04 | 54.36 | 68.38 | |
| OFF-ApexNetProtocol=CDE2026.04 | 54.09 | 53.92 | |
| Bi-WOOFProtocol=CDE2026.04 | 52.11 | 51.39 | |
| Bi-WOOFYear=2018, Type=Hand-Crafted, Evaluation Protocol=LOSO2023.04 | 52.1 | 51.4 | |
| LBP-TOPProtocol=CDE2026.04 | 39.54 | 41.02 | |
| LBP-TOPYear=2014, Type=Hand-Crafted, Evaluation Protocol=LOSO2023.04 | 39.5 | 41 | |
| LBP-TOPEvaluation Protocol=SDE protocol2026.04 | 35.89 | 39.68 | |
| LGCconEvaluation Protocol=SDE protocol2026.04 | 34 | 40.9 | |
| μ-BERT#Classes=52023.04 | 0.8386 | 0.8475 | |
| MAE#Classes=52023.04 | 0.804 | 0.8898 | |
| MiMaNet#Classes=52023.04 | 0.764 | 0.767 | |
| MTMNet#Classes=52023.04 | 0.736 | 0.741 | |
| GRAPH-AU#Classes=52023.04 | 0.7045 | 0.7426 | |
| SMA-STN#Classes=52023.04 | 0.7033 | 0.772 | |
| AMAN#Classes=52023.04 | 0.67 | 0.6885 |