Dynamic Facial Expression Recognition on FERV39k
45.12UARViT-H FlashLite
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ViT-H FlashLitePretrain=U, Modality=V, Face Align.=×, Params (M)=5212026.06 | 45.12 | 55.64 | — | — | — | |
| ViT-L FlashLitePretrain=U, Modality=V, Face Align.=×, Params (M)=3052026.06 | 44.41 | 54.62 | — | — | — | |
| S2DTunable Params (M)=9, Sampling strategy=Two clips uniform along temporal axis, Training strategy=Oversampling2023.12 | 43.97 | 46.21 | — | — | — | |
| ViT-B FlashLitePretrain=U, Modality=V, Face Align.=×, Params (M)=862026.06 | 43.81 | 53.8 | — | — | — | |
| VideoMAE*Pretrain=U, Modality=V, Face Align.=✓, Params (M)=862026.06 | 43.33 | 52.39 | — | — | — | |
| S4DStatus=ARGen, Training Protocol=Large-scale Pre-training with Additional Data2026.04 | 43.32 | 52.19 | 24.52 | 14.23 | 17.12 | |
| MAE-DFERTunable Params (M)=85, Sampling strategy=Two clips uniform along temporal axis2023.12 | 43.12 | 52.07 | — | — | — | |
| MAE-DFERPretrain=U, Modality=V, Face Align.=✓, Params (M)=852026.06 | 43.12 | 52.07 | — | — | — | |
| S4DStatus=Original, Training Protocol=Large-scale Pre-training with Additional Data2026.04 | 42.96 | 52.41 | 23.81 | 12.83 | 16.71 | |
| DFER-CLIPStatus=ARGen, Training Protocol=Foundation Model-based Adaptation2026.04 | 42.47 | 52.04 | 27.68 | 14.05 | 16.77 | |
| SVFAPPretrain=U, Modality=V, Face Align.=✓, Params (M)=782026.06 | 42.14 | 52.29 | — | — | — | |
| TG-DFER2025.11 | 41.5 | 51.67 | — | — | — | |
| S2DTunable Params (M)=9, Sampling strategy=Two clips uniform along temporal axis2023.12 | 41.28 | 52.56 | — | — | — | |
| DFER-CLIPTunable Params (M)=902023.12 | 41.27 | 51.65 | — | — | — | |
| DFER-CLIPStatus=Original, Training Protocol=Foundation Model-based Adaptation2026.04 | 41.27 | 51.65 | 25.39 | 11.78 | 14.62 | |
| DFER-CLIPPretrain=U, Modality=V+L, Face Align.=✓, Params (M)=1532026.06 | 41.27 | 51.65 | — | — | — | |
| DFER-CLIP2025.11 | 41.27 | 51.65 | — | — | — | |
| CLIPERTunable Params (M)=882023.12 | 41.23 | 51.34 | — | — | — | |
| CLIPERPretrain=U, Modality=V+L, Face Align.=✓2026.06 | 41.23 | 51.34 | — | — | — | |
| CLIPER2025.11 | 41.23 | 51.34 | — | — | — | |
| S2DTunable Params (M)=92023.12 | 40.89 | 51.83 | — | — | — | |
| MIDAS2025.11 | 39.2 | 47.37 | — | — | — | |
| ResNet18-ViT2025.11 | 38.35 | 48.43 | — | — | — | |
| LOGO-FormerPretrain=S, Modality=V2026.06 | 38.22 | 48.13 | — | — | — | |
| LOGO-Former2025.11 | 38.22 | 48.13 | — | — | — | |
| AEN2025.11 | 38.18 | 47.88 | — | — | — | |
| VGG13_TransformerStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 38.11 | 47.17 | 23.98 | 9.59 | 13.58 | |
| STT2023.12 | 37.76 | 48.11 | — | — | — | |
| STTPretrain=S, Modality=V2026.06 | 37.76 | 48.11 | — | — | — | |
| Former-DFERTunable Params (M)=182023.12 | 37.2 | 46.85 | — | — | — | |
| Former-DFERPretrain=S, Modality=V, Params (M)=182026.06 | 37.2 | 46.85 | — | — | — | |
| Former-DFER2025.11 | 37.2 | 46.85 | — | — | — | |
| Res18_TransformerStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 36.9 | 46.52 | 23.82 | 14.06 | 12.99 | |
| M3DFEL2023.12 | 35.94 | 47.67 | — | — | — | |
| M3DFELPretrain=S, Modality=V2026.06 | 35.94 | 47.67 | — | — | — | |
| M3DFEL2025.11 | 35.94 | 47.67 | — | — | — | |
| VGG13_TransformerStatus=Original, Training Protocol=Training from Scratch2026.04 | 35.88 | 46.09 | 20.85 | 7.07 | 11.6 | |
| IALTunable Params (M)=192023.12 | 35.82 | 48.54 | — | — | — | |
| IALPretrain=S, Modality=V, Params (M)=192026.06 | 35.82 | 48.54 | — | — | — | |
| IAL2025.11 | 35.82 | 48.54 | — | — | — | |
| Res18_TransformerStatus=Original, Training Protocol=Training from Scratch2026.04 | 35.29 | 45.96 | 22.1 | 11.78 | 11.83 | |
| Res18_LSTMStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 34.42 | 44.46 | 21.67 | 11.85 | 11.23 | |
| EmoCLIPPretrain=U, Modality=V+L2026.06 | 34.24 | 41.46 | — | — | — | |
| VGG13_LSTMStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 34.01 | 45.07 | 18.5 | 4.93 | 6.26 | |
| NR-DFERNet2023.12 | 33.99 | 45.97 | — | — | — | |
| NR-DFERNetPretrain=S, Modality=V2026.06 | 33.99 | 45.97 | — | — | — | |
| NR-DFERNet2025.11 | 33.99 | 45.97 | — | — | — | |
| VGG13_LSTMStatus=Original, Training Protocol=Training from Scratch2026.04 | 32.44 | 43.95 | 17.08 | 0.64 | 4.18 | |
| Res18_LSTMStatus=Original, Training Protocol=Training from Scratch2026.04 | 32.13 | 43.04 | 19.44 | 5.78 | 9.51 | |
| R(2+1)D-18Tunable Params (M)=332023.12 | 31.55 | 41.28 | — | — | — | |
| R(2+1)D182025.11 | 31.55 | 41.28 | — | — | — | |
| ResNet-18+LSTM2023.12 | 30.92 | 42.59 | — | — | — | |
| ResNet18-LSTM2025.11 | 30.92 | 42.95 | — | — | — | |
| I3D-RGB2025.11 | 30.17 | 38.78 | — | — | — | |
| 3D ResNet-18Tunable Params (M)=332023.12 | 26.67 | 37.57 | — | — | — | |
| 3D ResNet182025.11 | 26.67 | 37.57 | — | — | — | |
| P3D2025.11 | 23.2 | 33.39 | — | — | — | |
| C3DTunable Params (M)=782023.12 | 22.68 | 31.69 | — | — | — | |
| C3D2025.11 | 22.68 | 31.69 | — | — | — |