Micro-expression recognition on CASME II 3-class
99.28Unweighted F1 ScoreDSBICNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DSBICNet2026.06 | 99.28 | — | 98.96 | |
| CausalNet2026.06 | 97.48 | — | 97.82 | |
| HFA-Net2026.06 | 97.38 | — | 97.54 | |
| SAC2-NetPub-Year=Ours, trained using multiple modalities=false2026.06 | 97.33 | — | 96.88 | |
| Micro_NesTPub-Year=ESWA-25, trained using multiple modalities=false2026.06 | 97.22 | — | 96.58 | |
| SRMCLPub-Year=TAC-24, trained using multiple modalities=false2026.06 | 96.35 | — | 96.49 | |
| DBDE-Net2026.06 | 96 | — | 96.19 | |
| LTR3OPub-Year=TAC-25, trained using multiple modalities=false2026.06 | 95.78 | — | 94.87 | |
| HTNetPub-Year=NC-24, trained using multiple modalities=false2026.06 | 95.32 | — | 95.16 | |
| EDMDBNPub-Year=PRL-25, trained using multiple modalities=false2026.06 | 94.84 | — | 96.19 | |
| MARNet2026.06 | 94.33 | — | 93.25 | |
| GAMDSS(rise)#param.=12.6M, FLOPs=5.5G2026.03 | 94.3 | 94.84 | — | |
| TSFmicro2026.06 | 94.3 | — | — | |
| MER-CLIPApex Frame=false2026.04 | 94.09 | — | 94.87 | |
| MER-CLIP2026.06 | 94.09 | — | 94.87 | |
| MMNet#param.=10.2M, FLOPs=7.6G2026.03 | 93.68 | 92.25 | — | |
| GAMDSS(full)#param.=12.6M, FLOPs=11.1G2026.03 | 93.62 | 94.19 | — | |
| GAMDSSApex Frame=true2026.04 | 93.62 | — | — | |
| TleMerAdditional pre-training phase=true2026.03 | 93.4 | 94.67 | — | |
| MERASTCApex Frame=false2026.04 | 93.3 | — | 95 | |
| MERASTCYear=2023, Protocol=LOSO2025.08 | 93.3 | — | 95 | |
| DecFlow2026.03 | 93.1 | 94.2 | — | |
| CSARNet2026.03 | 92.54 | 92.98 | — | |
| GAMDSS(fall)#param.=12.6M, FLOPs=5.5G2026.03 | 92.25 | 92.91 | — | |
| FRL-DGTYear=2023, Protocol=LOSO2025.08 | 91.9 | — | 90.3 | |
| FRL-DGTPub-Year=CVPR-23, trained using multiple modalities=false2026.06 | 91.9 | — | 90.3 | |
| MFDANApex Frame=true2026.04 | 91.34 | — | 93.26 | |
| MFDANPub-Year=TCSVT-24, trained using multiple modalities=true2026.06 | 91.34 | — | 93.26 | |
| MESTI-MEGANetYear=2025, Protocol=LOSO2025.08 | 91.3 | 93.2 | 92.9 | |
| MEDNApex Frame=false2026.04 | 91.18 | — | 89.12 | |
| MPFNet-CApex Frame=true2026.04 | 91.1 | — | 92.3 | |
| MPFNetPub-Year=TAC-25, trained using multiple modalities=false2026.06 | 91.1 | — | 92.3 | |
| HLoRA-MER2026.06 | 90.94 | — | — | |
| SelfMEYear=2023, Protocol=LOSO2025.08 | 90.8 | — | 92.9 | |
| EMRNetPub-Year=AIR-25, trained using multiple modalities=false2026.06 | 90.74 | — | 89.95 | |
| FDP2026.06 | 90.71 | — | — | |
| TFT2026.06 | 90.7 | — | 90.9 | |
| ATM-GCN2026.03 | 90.48 | 90.42 | — | |
| ATM-GCN2026.06 | 90.48 | — | 90.42 | |
| µ-BERTAdditional pre-training phase=true2026.03 | 90.34 | 89.14 | — | |
| Micron-BERTApex Frame=true2026.04 | 90.34 | — | 89.14 | |
| µ-BERTPub-Year=CVPR-23, trained using multiple modalities=false2026.06 | 90.34 | — | 89.14 | |
| ADSS2026.06 | 90.34 | — | — | |
| Micron-BERTYear=2023, Protocol=LOSO2025.08 | 90.3 | — | 89.1 | |
| AGT2026.06 | 90.24 | — | 92.21 | |
| MOLPub-Year=TPAMI-25, trained using multiple modalities=false2026.06 | 90.08 | — | 89.92 | |
| FRL-DGT2026.03 | 89.8 | 88.5 | — | |
| C3DBed2026.03 | 89.78 | 88.82 | — | |
| SCFRAM2026.06 | 89.7 | — | 89.8 | |
| ConvNeXt-T#param.=29M, FLOPs=4.5G2026.03 | 89.67 | 91.56 | — | |
| ME-PLANApex Frame=false2026.04 | 89.41 | — | 89.62 | |
| FeatRefYear=2022, Protocol=LOSO2025.08 | 89.2 | — | 88.7 | |
| ME-NAS2026.06 | 89.13 | — | 89.42 | |
| MOL2026.03 | 88.91 | 91.26 | — | |
| MOL2026.06 | 88.91 | — | — | |
| SODA4MERApex Frame=false2026.04 | 88.7 | — | 88.09 | |
| SODA4MERYear=2025, Protocol=LOSO2025.08 | 88.7 | — | 88.1 | |
| SODA4MER2026.06 | 88.7 | — | 88.09 | |
| GTA2026.06 | 88.54 | — | — | |
| GLEFFNYear=2023, Protocol=LOSO2025.08 | 88.3 | — | 91.1 | |
| GLEFFNApex Frame=false2026.04 | 88.25 | — | 91.1 | |
| MERSiamC3D2026.03 | 88.18 | 87.63 | — | |
| AU-GCN2026.03 | 87.98 | 87.1 | — | |
| AUGCNApex Frame=true2026.04 | 87.98 | — | 87.1 | |
| MPFNet-PApex Frame=true2026.04 | 87.9 | — | 89.5 | |
| MMTNetPub-Year=JVCIR-25, trained using multiple modalities=true2026.06 | 87.62 | — | 86.9 | |
| STAG2026.06 | 87.42 | — | 92.96 | |
| MTMNetApex Frame=true2026.04 | 87 | — | 87.2 | |
| GCNs2026.06 | 85.97 | — | 85.2 | |
| MADV-Net2026.06 | 84 | — | — | |
| STSTNetApex Frame=true2026.04 | 83.82 | — | 86.86 | |
| NeuralApex Frame=true2026.04 | 82.93 | — | 82.09 | |
| LRCN-STAN2026.06 | 81.9 | — | 83.9 | |
| VMamba-T#param.=30M, FLOPs=4.9G2026.03 | 81.55 | 85.71 | — | |
| GTS+GN+AU2026.06 | 81.2 | — | — | |
| MMTNet2026.06 | 80.07 | — | — | |
| Swin-T#param.=28M, FLOPs=4.5G2026.03 | 79.87 | 84.42 | — | |
| SGCN2026.06 | 79.2 | — | — | |
| AU-GCN-CUR2026.06 | 77.93 | — | — | |
| GCL2026.06 | 76.6 | — | — | |
| Dual-ATMEYear=2023, Protocol=LOSO2025.08 | 76.5 | 81.7 | 75.1 | |
| OFVIG-NetYear=2025, Protocol=LOSO2025.08 | 71.3 | — | 72 | |
| OFVIG-Net2026.06 | 71.29 | — | 71.95 | |
| STA-GCN2026.06 | 70.96 | — | — | |
| CapsuleNetApex Frame=true2026.04 | 70.68 | — | 70.18 | |
| MDMO2026.06 | 70.4 | — | 77.4 |