Dynamic Facial Expression Recognition on DFEW (5-fold cross-val)
68.25UARViT-H FlashLite
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ViT-H FlashLitePretrain=U, Modality=V, Face Align.=×, Params (M)=5212026.06 | 68.25 | 78.24 | |
| ViT-L FlashLitePretrain=U, Modality=V, Face Align.=×, Params (M)=3052026.06 | 67.75 | 77.32 | |
| AVF-MAE++-HPretrain=U+S, Modality=V+A, Face Align.=✓, Params (M)=5212026.06 | 66.88 | 77.45 | |
| MMA-DFERPretrain=U, Modality=V+A, Face Align.=✓2026.06 | 66.85 | 77.43 | |
| S2DLarge-Scale Pre-training=Yes, Year=20242026.06 | 65.45 | 76.03 | |
| ViT-B ExactPretrain=U, Modality=V, Face Align.=×, Params (M)=862026.06 | 65.29 | 75.86 | |
| AVF-MAE++-LPretrain=U+S, Modality=V+A, Face Align.=✓, Params (M)=3032026.06 | 65.14 | 76.24 | |
| ViT-B FlashLitePretrain=U, Modality=V, Face Align.=×, Params (M)=862026.06 | 65.11 | 76.25 | |
| DuSEPublication=-2026.04 | 64.88 | 75.36 | |
| UMBEnetPublication=MM’242026.04 | 64.55 | 73.93 | |
| Emotion-LLaMAPretrain=U, Modality=V+A+L2026.06 | 64.21 | 77.06 | |
| CA-FERLarge-Scale Pre-training=No, Year=20262026.06 | 63.93 | 65.21 | |
| HiCMAEPretrain=U, Modality=V+A, Face Align.=✓, Params (M)=812026.06 | 63.76 | 75.01 | |
| AVF-MAE++-BPretrain=U+S, Modality=V+A, Face Align.=✓, Params (M)=1692026.06 | 63.74 | 75.42 | |
| VideoMAE*Pretrain=U, Modality=V, Face Align.=✓, Params (M)=862026.06 | 63.6 | 74.6 | |
| MAE-DFERPublication=MM’232026.04 | 63.41 | 74.43 | |
| MAE-DFERLarge-Scale Pre-training=Yes, Year=20232026.06 | 63.41 | 74.43 | |
| MAE-DFERPretrain=U, Modality=V, Face Align.=✓, Params (M)=852026.06 | 63.41 | 74.43 | |
| SVFAPLarge-Scale Pre-training=Yes, Year=20242026.06 | 62.83 | 74.27 | |
| SVFAPPretrain=U, Modality=V, Face Align.=✓, Params (M)=782026.06 | 62.83 | 74.27 | |
| LSGTnetPublication=ASC’242026.04 | 61.33 | 72.34 | |
| DFER-CLIPPublication=BMVC’232026.04 | 59.61 | 71.25 | |
| DFER-CLIPPretrain=U, Modality=V+L, Face Align.=✓, Params (M)=1532026.06 | 59.61 | 71.25 | |
| Video Swin-BPretrain=S, Modality=V, Params (M)=882026.06 | 59.38 | 71.9 | |
| CDGTPublication=NN’242026.04 | 59.16 | 70.07 | |
| MSCMPublication=PR’232026.04 | 58.49 | 70.16 | |
| EmoCLIPPublication=FG’242026.04 | 58.04 | 62.12 | |
| EmoCLIPPretrain=U, Modality=V+L2026.06 | 58.04 | 62.12 | |
| CLIPERPublication=ICME’242026.04 | 57.56 | 70.84 | |
| CLIPERPretrain=U, Modality=V+L, Face Align.=✓2026.06 | 57.56 | 70.84 | |
| SW-FSCLPublication=C&C’242026.04 | 57.25 | 70.81 | |
| DPCNetPublication=MM’222026.04 | 57.11 | 66.32 | |
| DPCNetLarge-Scale Pre-training=No, Year=20222026.06 | 57.11 | 66.32 | |
| SlowR50-SALarge-Scale Pre-training=No, Year=20242026.06 | 57.09 | 69.87 | |
| AENPublication=CVPRW’232026.04 | 56.66 | 69.37 | |
| M3DFELPublication=CVPR’232026.04 | 56.1 | 69.25 | |
| M3DFELLarge-Scale Pre-training=No, Year=20232026.06 | 56.1 | 69.25 | |
| M3DFELPretrain=S, Modality=V2026.06 | 56.1 | 69.25 | |
| NR-DFERNetLarge-Scale Pre-training=No, Year=20222026.06 | 55.77 | 68.19 | |
| GCA-IALPublication=AAAI’232026.04 | 55.71 | 69.24 | |
| IALLarge-Scale Pre-training=No, Year=20232026.06 | 55.71 | 69.24 | |
| IALPretrain=S, Modality=V, Params (M)=192026.06 | 55.71 | 69.24 | |
| STTLarge-Scale Pre-training=No, Year=20222026.06 | 54.58 | 66.65 | |
| STTPretrain=S, Modality=V2026.06 | 54.58 | 66.65 | |
| Mamba-style SSMLarge-Scale Pre-training=No, Year=20252026.06 | 54.28 | 66.81 | |
| NR-DFERNetPublication=arXiv’222026.04 | 54.21 | 68.19 | |
| LOGO-FormerPublication=ICASSP’232026.04 | 54.21 | 66.98 | |
| NR-DFERNetPretrain=S, Modality=V2026.06 | 54.21 | 68.19 | |
| LOGO-FormerPretrain=S, Modality=V2026.06 | 54.21 | 66.98 | |
| ESTPublication=PR’232026.04 | 53.94 | 65.85 | |
| Former-DFERPublication=MM’212026.04 | 53.69 | 65.7 | |
| Former-DFERLarge-Scale Pre-training=No, Year=20212026.06 | 53.69 | 65.7 | |
| Former-DFERPretrain=S, Modality=V, Params (M)=182026.06 | 53.69 | 65.7 | |
| MoCoPretrain=U, Modality=V, Params (M)=322026.06 | 53.47 | 67.45 | |
| GPT-4oModality=V+A+L2026.06 | 50.57 | 57.19 | |
| 3D ResNet18Publication=CVPR’182026.04 | 46.52 | 58.27 | |
| 3D ResNet-18Modality=V, Params (M)=332026.06 | 46.52 | 58.27 | |
| EC-STFLPublication=MM’202026.04 | 45.35 | 56.51 | |
| P3DPublication=ICCV’172026.04 | 43.97 | 54.47 | |
| I3D-RGBPublication=ICCV’172026.04 | 43.4 | 54.27 | |
| R(2+1)D-18Modality=V, Params (M)=312026.06 | 42.79 | 53.22 | |
| C3DPublication=CVPR’152026.04 | 42.74 | 53.54 | |
| C3DModality=V, Params (M)=792026.06 | 42.74 | 53.54 |