Dynamic Facial Expression Recognition on MAFW
53.81UAROmni-Emotion
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Omni-EmotionMLLM Based=true, MLLM Params=7B2025.12 | 53.81 | 64.23 | — | — | — | |
| HumanOmniMLLM Based=true, MLLM Params=7B2025.12 | 52.94 | 68.4 | — | — | — | |
| FaVChatMLLM Based=true, MLLM Params=7B2025.12 | 49.07 | 60.97 | — | — | — | |
| R1-OmniMLLM Based=true, MLLM Params=7B, re-implementation=true2025.12 | 47.27 | 65.36 | 40.22 | 44.97 | 55.19 | |
| ERVMLLM Based=true, MLLM Params=7B2025.12 | 47.01 | 65.19 | 50.98 | 54.7 | 73.06 | |
| MIGRMLLM Based=true, MLLM Params=7B2025.12 | 44.82 | 62.46 | 55.3 | 57.65 | 84.37 | |
| S2DTunable Params (M)=9, Sampling strategy=Two clips uniform along temporal axis, Training strategy=Oversampling2023.12 | 43.4 | 55.22 | — | — | — | |
| S2DTunable Params (M)=9, Sampling strategy=Two clips uniform along temporal axis2023.12 | 41.86 | 57.37 | — | — | — | |
| S2DMLLM Based=false, MLLM Params=-2025.12 | 41.86 | 57.37 | — | — | — | |
| MAE-DFERTunable Params (M)=85, Sampling strategy=Two clips uniform along temporal axis2023.12 | 41.62 | 54.31 | — | — | — | |
| MAE-DFERMLLM Based=false, MLLM Params=-2025.12 | 41.62 | 54.31 | — | — | — | |
| S2DTunable Params (M)=92023.12 | 39.87 | 56.2 | — | — | — | |
| DFER-CLIPTunable Params (M)=902023.12 | 38.89 | 52.55 | — | — | — | |
| T-ESFL2023.12 | 33.28 | 48.18 | — | — | — | |
| C3DTunable Params (M)=782023.12 | 31.17 | 42.25 | — | — | — | |
| ResNet-18+LSTM2023.12 | 28.08 | 39.38 | — | — | — |