Dynamic Facial Expression Recognition on DFEW (test)
64.83UARSSM
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SSMBackbone=CLIP-ViT-B/16, Learning Protocol=Joint learning2026.04 | 64.83 | 75.37 | — | — | — | — | — | — | — | |
| CLVSRBackbone=CLIP-ViT-B/16, Learning Strategy=Vision-language2026.04 | 64.33 | 71.58 | — | — | — | — | — | — | — | |
| A3lign-DFERBackbone=CLIP-ViT-L/14, Learning Strategy=Vision-language2026.04 | 64.09 | 74.2 | — | — | — | — | — | — | — | |
| MAE-DFERBackbone=ViT-B/16, Learning Strategy=Self-supervised2026.04 | 63.41 | 74.43 | — | — | — | — | — | — | — | |
| SVFAPBackbone=ViT-B/16, Learning Strategy=Self-supervised2026.04 | 62.83 | 74.27 | — | — | — | — | — | — | — | |
| PE-CLIPBackbone=CLIP-ViT-B/16, Learning Strategy=Vision-language2026.04 | 62.82 | 74.04 | — | — | — | — | — | — | — | |
| STLBackbone=CLIP-ViT-B/16, Learning Protocol=Single-task learning2026.04 | 61.85 | 74.43 | — | — | — | — | — | — | — | |
| IFDD-3DViTBackbone=ViT-B/16, Learning Strategy=Supervised2026.04 | 61.19 | 73.82 | — | — | — | — | — | — | — | |
| OUSBackbone=CLIP-ViT-L/14, Learning Strategy=Vision-language2026.04 | 60.94 | 74.1 | — | — | — | — | — | — | — | |
| CLIP-Guided-DFERBackbone=CLIP-ViT-B/32, Learning Strategy=Vision-language2026.04 | 60.85 | 72.58 | — | — | — | — | — | — | — | |
| TG-DFER2025.11 | 60.17 | 71.62 | 90.92 | 74.92 | 71.41 | 73.36 | 59.43 | 13.1 | 38.03 | |
| DFLMBackbone=CLIP-ViT-B/32, Learning Strategy=Vision-language2026.04 | 59.77 | 71.4 | — | — | — | — | — | — | — | |
| DFER-CLIPBackbone=CLIP-ViT-B/32, Learning Strategy=Vision-language2026.04 | 59.61 | 71.25 | — | — | — | — | — | — | — | |
| DFER-CLIP2025.11 | 59.61 | 71.25 | 91.12 | 75.34 | 71.15 | 74.09 | 56.3 | 11.72 | 37.81 | |
| EmoCLIPBackbone=CLIP-ViT-B/32, Learning Strategy=Vision-language2026.04 | 58.04 | 62.12 | — | — | — | — | — | — | — | |
| CLIPERBackbone=CLIP-ViT-B/16, Learning Strategy=Vision-language2026.04 | 57.56 | 70.84 | — | — | — | — | — | — | — | |
| CLIPER2025.11 | 57.56 | 70.84 | — | — | — | — | — | — | — | |
| MIDAS2025.11 | 57.45 | 69.16 | 87.4 | 67.34 | 58.64 | 68.06 | 59.65 | 28.69 | 44.5 | |
| DPCNet2025.11 | 57.11 | 66.32 | 89.93 | 64.61 | 67.12 | 63.18 | 53.67 | 15.86 | 31.56 | |
| AEN2025.11 | 56.66 | 69.37 | 89.24 | 69.38 | 70.67 | 72.08 | 59.07 | 4.17 | 32 | |
| M3DFELBackbone=ResNet-18-3D, Learning Strategy=Supervised2026.04 | 56.1 | 69.25 | — | — | — | — | — | — | — | |
| M3DFEL2025.11 | 56.1 | 69.25 | 89.59 | 68.38 | 67.88 | 74.24 | 59.69 | 0 | 31.63 | |
| IALBackbone=ResNet-18, Learning Strategy=Supervised2026.04 | 55.71 | 69.24 | — | — | — | — | — | — | — | |
| IAL2025.11 | 55.71 | 69.24 | 87.95 | 67.21 | 70.1 | 76.06 | 62.22 | 0 | 26.44 | |
| NR-DFERNetBackbone=CNN-Transformer, Learning Strategy=Supervised2026.04 | 54.21 | 68.19 | — | — | — | — | — | — | — | |
| NR-DFERNet2025.11 | 54.21 | 68.19 | 88.47 | 64.84 | 70.03 | 75.09 | 61.6 | 0 | 19.43 | |
| LOGO-Former2025.11 | 54.21 | 66.98 | 85.39 | 66.52 | 68.94 | 71.33 | 54.59 | 0 | 32.71 | |
| ESTBackbone=ResNet-18, Learning Strategy=Supervised2026.04 | 53.94 | 65.85 | — | — | — | — | — | — | — | |
| EST2025.11 | 53.94 | 65.85 | 86.87 | 66.58 | 67.18 | 71.84 | 47.52 | 5.52 | 28.49 | |
| Former-DFERBackbone=Transformer, Learning Strategy=Supervised2026.04 | 53.69 | 65.7 | — | — | — | — | — | — | — | |
| Former-DFER2025.11 | 53.69 | 65.7 | 84.05 | 62.57 | 67.52 | 70.03 | 56.43 | 3.45 | 31.78 | |
| ResNet18-LSTM2025.11 | 51.32 | 63.85 | 83.56 | 61.56 | 68.27 | 65.29 | 51.26 | 0 | 29.34 | |
| Freq-HDBackbone=VGG13-LSTM, Learning Strategy=Supervised2026.04 | 46.85 | 55.68 | — | — | — | — | — | — | — | |
| EC-STFL2025.11 | 45.35 | 56.51 | 79.18 | 49.05 | 57.85 | 60.98 | 46.15 | 2.76 | 21.51 | |
| 3D ResNet182025.11 | 44.73 | 54.98 | 73.13 | 48.26 | 50.51 | 64.75 | 50.1 | 0 | 26.39 | |
| P3D2025.11 | 43.97 | 54.47 | 74.85 | 43.4 | 54.18 | 60.42 | 50.99 | 0.69 | 23.28 | |
| I3D-RGB2025.11 | 43.4 | 54.27 | 78.61 | 44.19 | 56.69 | 55.87 | 45.88 | 2.07 | 20.51 | |
| R(2+1)D182025.11 | 42.79 | 53.22 | 79.67 | 39.07 | 57.66 | 50.39 | 48.26 | 3.45 | 21.06 | |
| C3D2025.11 | 42.74 | 53.54 | 75.17 | 39.49 | 55.11 | 62.49 | 45 | 1.38 | 20.51 |