Dynamic Facial Expression Recognition on DFEW
82.48WARHumanOmni
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HumanOmniMLLM Based=true, MLLM Params=7B2025.12 | 82.48 | 74.86 | — | — | — | — | — | — | — | |
| Omni-EmotionMLLM Based=true, MLLM Params=7B2025.12 | 78.35 | 68.8 | — | — | — | — | — | — | — | |
| FaVChatMLLM Based=true, MLLM Params=7B2025.12 | 77.88 | 68.17 | — | — | — | — | — | — | — | |
| Emotion-LLaMAMLLM Based=true, MLLM Params=7B2025.12 | 77.06 | 64.21 | — | — | — | — | — | — | — | |
| R1-OmniMLLM Based=true, MLLM Params=7B, re-implementation=true2025.12 | 76.67 | 69.69 | 52.01 | 55.39 | 60.7 | — | — | — | — | |
| FineCLIPER, CLIP-ViT-L/16, LLaVA, MLLMYear=20242026.04 | 76.21 | — | — | — | — | 1 | — | — | — | |
| FineCLIPER, CLIP-ViT-L/16, LLaVA, MLLMYear=2024, Individual Features=true, Features=Face analysis & parsing, Landmarks2026.05 | 76.21 | — | — | — | — | 1 | — | — | — | |
| S2DTunable Params (M)=9, Sampling strategy=Two clips uniform along temporal axis2023.12 | 76.03 | 61.82 | — | — | — | — | — | — | — | |
| S2DMLLM Based=false, MLLM Params=-2025.12 | 76.03 | 61.82 | — | — | — | — | — | — | — | |
| S2DTunable Params (M)=92023.12 | 75.98 | 62.57 | — | — | — | — | — | — | — | |
| S4DStatus=Original, Training Protocol=Large-scale Pre-training with Additional Data2026.04 | 75.85 | 66.37 | — | — | — | — | 64.04 | 17.93 | 41.64 | |
| ERVMLLM Based=true, MLLM Params=7B2025.12 | 75.81 | 68.88 | 62.06 | 65.5 | 73.53 | — | — | — | — | |
| S4DStatus=ARGen, Training Protocol=Large-scale Pre-training with Additional Data2026.04 | 75.47 | 66.78 | — | — | — | — | 63.81 | 19.31 | 42.07 | |
| S2DTunable Params (M)=9, Sampling strategy=Two clips uniform along temporal axis, Training strategy=Oversampling2023.12 | 74.81 | 65.45 | — | — | — | — | — | — | — | |
| MAE-DFERTunable Params (M)=85, Sampling strategy=Two clips uniform along temporal axis2023.12 | 74.43 | 63.41 | — | — | — | — | — | — | — | |
| MAE-DFERMLLM Based=false, MLLM Params=-2025.12 | 74.43 | 63.41 | — | — | — | — | — | — | — | |
| Align-DFER, CLIP-ViT-L/14, MLLMYear=20242026.04 | 74.2 | — | — | — | — | 2 | — | — | — | |
| Align-DFER, CLIP-ViT-L/14, MLLMYear=2024, Individual Features=true, Features=Face analysis & parsing, Landmarks2026.05 | 74.2 | — | — | — | — | 2 | — | — | — | |
| MIGRMLLM Based=true, MLLM Params=7B2025.12 | 73.93 | 67.78 | 68.48 | 70.06 | 88.95 | — | — | — | — | |
| UMBEnet, CLIPYear=20242026.04 | 73.93 | — | — | — | — | 3 | — | — | — | |
| UMBEnet, CLIPYear=2024, Individual Features=true, Features=Brain, Face2026.05 | 73.93 | — | — | — | — | 3 | — | — | — | |
| LSGT, ResNet-18Year=20242026.04 | 72.34 | — | — | — | — | 4 | — | — | — | |
| LSGT, ResNet-18Year=2024, Individual Features=true, Features=Face2026.05 | 72.34 | — | — | — | — | 4 | — | — | — | |
| DFER-CLIPStatus=ARGen, Training Protocol=Foundation Model-based Adaptation2026.04 | 72.32 | 61.26 | — | — | — | — | 58.84 | 17.24 | 40.54 | |
| DFER-CLIPTunable Params (M)=902023.12 | 71.25 | 59.61 | — | — | — | — | — | — | — | |
| DFER-CLIPStatus=Original, Training Protocol=Foundation Model-based Adaptation2026.04 | 71.25 | 59.61 | — | — | — | — | 56.25 | 11.72 | 37.81 | |
| CLIPERTunable Params (M)=882023.12 | 70.84 | 57.56 | — | — | — | — | — | — | — | |
| VE_MD HeatmapYear=2025, Individual Features=false, Features=Pred. Face SR2026.05 | 70.73 | — | — | — | — | 5 | — | — | — | |
| VE-MD-HeatmapYear=20262026.04 | 70.31 | — | — | — | — | 5 | — | — | — | |
| VE-MD-PersonQueryYear=20262026.04 | 69.98 | — | — | — | — | 6 | — | — | — | |
| VE_MD DETRYear=2025, Individual Features=false, Features=Pred. Face SR2026.05 | 69.98 | — | — | — | — | 6 | — | — | — | |
| M3DFEL2023.12 | 69.25 | 56.1 | — | — | — | — | — | — | — | |
| IALTunable Params (M)=192023.12 | 69.24 | 55.71 | — | — | — | — | — | — | — | |
| OUS, CLIPYear=20242026.04 | 68.85 | — | — | — | — | 7 | — | — | — | |
| OUS, CLIPYear=2024, Individual Features=true, Features=Face2026.05 | 68.85 | — | — | — | — | 7 | — | — | — | |
| NR-DFERNet2023.12 | 68.19 | 54.21 | — | — | — | — | — | — | — | |
| Res18_TransformerStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 67.6 | 56.7 | — | — | — | — | 55.54 | 11.72 | 39.48 | |
| VGG13_TransformerStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 66.77 | 55.53 | — | — | — | — | 53.22 | 8.28 | 38.89 | |
| STT2023.12 | 66.65 | 54.58 | — | — | — | — | — | — | — | |
| Res18_TransformerStatus=Original, Training Protocol=Training from Scratch2026.04 | 66.59 | 55.6 | — | — | — | — | 52.82 | 5.52 | 36.92 | |
| ESTTunable Params (M)=432023.12 | 65.85 | 53.43 | — | — | — | — | — | — | — | |
| Former-DFERTunable Params (M)=182023.12 | 65.7 | 53.69 | — | — | — | — | — | — | — | |
| Former-DFERMLLM Based=false, MLLM Params=-2025.12 | 65.7 | 53.69 | — | — | — | — | — | — | — | |
| VGG13_TransformerStatus=Original, Training Protocol=Training from Scratch2026.04 | 65.5 | 53.94 | — | — | — | — | 49.66 | 3.45 | 35.67 | |
| CEFLNetTunable Params (M)=132023.12 | 65.35 | 51.14 | — | — | — | — | — | — | — | |
| Res18_LSTMStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 65.22 | 53.25 | — | — | — | — | 52.8 | 6.9 | 38.58 | |
| ResNet-18+LSTM2023.12 | 63.85 | 51.32 | — | — | — | — | — | — | — | |
| Res18_LSTMStatus=Original, Training Protocol=Training from Scratch2026.04 | 63.66 | 51.85 | — | — | — | — | 51.02 | 0 | 35.91 | |
| VGG13_LSTMStatus=ARGen, Training Protocol=Training from Scratch2026.04 | 63.5 | 50.7 | — | — | — | — | 50.34 | 3.45 | 25.97 | |
| VGG13_LSTMStatus=Original, Training Protocol=Training from Scratch2026.04 | 62.47 | 49.44 | — | — | — | — | 47.62 | 0 | 22.1 | |
| EmoCLIP, CLIP-ViT-B/32Year=20242026.04 | 62.12 | — | — | — | — | 8 | — | — | — | |
| EmoCLIP CLIP-ViT-B/32Year=2024, Individual Features=true, Features=Face2026.05 | 62.12 | — | — | — | — | 8 | — | — | — | |
| 3D ResNet-18Tunable Params (M)=332023.12 | 58.27 | 46.52 | — | — | — | — | — | — | — | |
| C3DTunable Params (M)=782023.12 | 53.54 | 42.74 | — | — | — | — | — | — | — | |
| R(2+1)D-18Tunable Params (M)=332023.12 | 53.22 | 42.79 | — | — | — | — | — | — | — |