Micro-expression recognition on SAMM 5-class
88UF1 ScoreMADV-Net
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MADV-Net2026.06 | 88 | — | — | |
| FDP2026.06 | 85.29 | — | — | |
| µ-BERTAdditional pre-training phase=true2026.03 | 83.86 | 84.75 | — | |
| µ-BERTPub-Year=CVPR-232026.06 | 83.86 | 84.75 | — | |
| HLoRA-MER2026.06 | 83.07 | — | — | |
| STAG2026.06 | 82.25 | — | 83.62 | |
| SAC2-NetPub-Year=Ours2026.06 | 82.09 | 83.38 | — | |
| TleMerAdditional pre-training phase=true2026.03 | 81.78 | 84.44 | — | |
| GAMDSS(full)#param.=12.6M, FLOPs=11.1G2026.03 | 81.47 | 82.84 | — | |
| GAMDSSPub-Year=TAC-262026.06 | 81.47 | 82.84 | — | |
| DGAT2026.06 | 81.16 | — | 85.37 | |
| DBDE-Net2026.06 | 81.14 | — | 83.18 | |
| MARNet2026.06 | 80.93 | — | 83.09 | |
| MESTI-MEGANetYear=2025, Protocol=LOSO2025.08 | 79.1 | 80.88 | 80.3 | |
| SODA4MER2026.06 | 78.93 | — | 80.3 | |
| SODA4MERYear=2025, Protocol=LOSO2025.08 | 78.9 | 80.3 | — | |
| HFA-Net2026.06 | 78.68 | — | 69.5 | |
| MER-CLIP2026.06 | 77.21 | — | 74.14 | |
| CMNetYear=2023, Protocol=LOSO2025.08 | 77.2 | 78.68 | — | |
| TSFmicro2026.06 | 77 | — | — | |
| DSBICNet2026.06 | 75.76 | — | 67.2 | |
| LTR3O2026.03 | 75.74 | 80.15 | — | |
| LTR3OPub-Year=TAC-252026.06 | 75.74 | 80.15 | — | |
| EDMDBNPub-Year=PRL-252026.06 | 75.73 | 81.58 | — | |
| AU GCNYear=2024, Protocol=LOSO2025.08 | 75.7 | 79.82 | — | |
| LRT3OYear=2025, Protocol=LOSO2025.08 | 75.7 | 80.15 | — | |
| Micro_NesTYear=2025, Protocol=LOSO2025.08 | 74.8 | 76.69 | — | |
| Micro_NesTPub-Year=ESWA-252026.06 | 74.78 | 76.69 | — | |
| MER-CLIP*Pub-Year=TAC-252026.06 | 74.14 | 77.21 | — | |
| GAMDSS(rise)#param.=12.6M, FLOPs=5.5G2026.03 | 73.35 | 80.15 | — | |
| ADSS2026.06 | 72.97 | — | — | |
| MMNet#param.=10.2M, FLOPs=7.6G2026.03 | 72.91 | 80.14 | — | |
| SCFRAM2026.06 | 72.5 | — | 73.1 | |
| C3DBedYear=2023, Protocol=LOSO2025.08 | 72.2 | 75.73 | — | |
| C3DBed2026.03 | 72.16 | 75.73 | — | |
| JGULFYear=2024, Protocol=LOSO2025.08 | 72 | 80.71 | — | |
| MOL2026.03 | 71.9 | 76.68 | — | |
| MOL2026.06 | 71.9 | — | — | |
| MPFNetPub-Year=TAC-252026.06 | 71.8 | 71.9 | — | |
| AU-GCN2026.03 | 70.45 | 74.26 | — | |
| Graph-TCN2026.06 | 69.85 | — | — | |
| CSARNet2026.03 | 69.8 | 77.94 | — | |
| MPFNet2026.06 | 69.5 | — | — | |
| GAMDSS(fall)#param.=12.6M, FLOPs=5.5G2026.03 | 67.99 | 75.37 | — | |
| MMTNet*Pub-Year=JVCIR-252026.06 | 67.36 | 75 | — | |
| AMAN2026.03 | 66.82 | 68.85 | — | |
| SRMCL#param.=33.7M, FLOPs=6.6G2026.03 | 65.99 | 74.63 | — | |
| SRMCLPub-Year=TAC-242026.06 | 65.99 | 74.63 | — | |
| MERSiamC3D2026.03 | 64 | 68.75 | — | |
| MER-SupconYear=2022, Protocol=LOSO2025.08 | 62.5 | 67.65 | — | |
| ConvNeXt-T#param.=29M, FLOPs=4.5G2026.03 | 60.43 | 73.1 | — | |
| Swin-T#param.=28M, FLOPs=4.5G2026.03 | 55.56 | 65.67 | — | |
| VMamba-T#param.=30M, FLOPs=4.9G2026.03 | 55.4 | 62.69 | — | |
| KPCANetYear=2023, Protocol=LOSO2025.08 | 52.2 | 63.83 | — | |
| GEMEYear=2021, Protocol=LOSO2025.08 | 45.4 | 55.88 | — |