Emotion Recognition on EAV
81.39AccuracyEEGVFusion
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EEGVFusionvariant=adaptation2026.04 | 81.39 | — | — | — | — | — | — | |
| Hyper-MML2026.04 | 78.21 | — | — | — | — | — | — | |
| Hyper-MML2025.02 | 78.21 | 77.8 | 76.39 | 73.05 | 82.89 | 84.55 | 72.14 | |
| Hyper-MML(EFA)Train Modality=EEG+Face+Audio, Infer. Modality=EEG+Face+Audio2026.07 | 78.21 | 77.8 | — | — | — | — | — | |
| FMENet+FELBTrain Modality=EEG+Face, Infer. Modality=EEG2026.07 | 77.13 | 77.02 | — | — | — | — | — | |
| FMENetTrain Modality=EEG, Infer. Modality=EEG2026.07 | 76.96 | 76.47 | — | — | — | — | — | |
| MDNet2025.02 | 76.92 | 76.78 | 74.92 | 73.28 | 75.15 | 82.47 | 75.08 | |
| AGF-IB2025.02 | 76.19 | 76.08 | 73.53 | 71.76 | 81.87 | 80.91 | 72.34 | |
| AGF-IBTrain Modality=EEG+Face+Audio, Infer. Modality=EEG+Face+Audio2026.07 | 76.19 | 76.08 | — | — | — | — | — | |
| HAUCL2025.02 | 75.91 | 75.92 | 75.21 | 72.8 | 82.44 | 78.17 | 70.97 | |
| HAUCLTrain Modality=EEG+Face+Audio, Infer. Modality=EEG+Face+Audio2026.07 | 75.91 | 75.92 | — | — | — | — | — | |
| EEG-MoCEProtocol=cross-subject 10-fold cross-validation2026.04 | 75.88 | 75.47 | — | — | — | — | — | |
| M3NET2025.02 | 75.14 | 75.42 | 73.45 | 71.94 | 79.36 | 81.64 | 70.72 | |
| M3NETTrain Modality=EEG+Face+Audio, Infer. Modality=EEG+Face+Audio2026.07 | 75.14 | 75.42 | — | — | — | — | — | |
| AMERL2025.02 | 74.82 | 74.35 | 75.18 | 71.88 | 72.8 | 79.25 | 72.62 | |
| HetEmotionNet2025.02 | 74.7 | 74.25 | 72.18 | 70.85 | 69.42 | 80.12 | 73.68 | |
| LELType=Ours2025.04 | 74.25 | 73.94 | — | — | — | — | — | |
| Husformer2026.04 | 72.82 | — | — | — | — | — | — | |
| MMResLSTM2025.02 | 72.37 | 72.19 | 70.25 | 68.42 | 65.18 | 78.35 | 71.75 | |
| Hyper-MML(E)Train Modality=EEG, Infer. Modality=EEG2026.07 | 71.83 | 72.04 | — | — | — | — | — | |
| GraphMFT2025.02 | 71.55 | 72.99 | 71.71 | 72.91 | 60.15 | 82.66 | 72.51 | |
| Visual-only2026.04 | 71.4 | — | — | — | — | — | — | |
| MMGCN2025.02 | 71.31 | 71.33 | 72.88 | 74.12 | 55.38 | 81.28 | 73.01 | |
| AMERL2026.04 | 70.86 | — | — | — | — | — | — | |
| MM-DFN2025.02 | 69.74 | 69.54 | 71.89 | 70.34 | 59.15 | 74.42 | 71.92 | |
| DialogueGCN2025.02 | 68.73 | 68.75 | 68.32 | 70.18 | 56.17 | 80.14 | 68.94 | |
| Audio-only2026.04 | 61.9 | — | — | — | — | — | — | |
| HEEGNetProtocol=cross-subject 10-fold cross-validation2026.04 | 61.74 | 60.48 | — | — | — | — | — | |
| DialogueRNN2025.02 | 61.2 | 61.14 | 63.75 | 67.12 | 44.16 | 65.19 | 65.5 | |
| DialogueRNNTrain Modality=EEG+Face+Audio, Infer. Modality=EEG+Face+Audio2026.07 | 61.2 | 61.14 | — | — | — | — | — | |
| GA2MIFProtocol=cross-subject 10-fold cross-validation2026.04 | 61.1 | 58.46 | — | — | — | — | — | |
| Hyper-MMLProtocol=cross-subject 10-fold cross-validation2026.04 | 60.76 | 57.76 | — | — | — | — | — | |
| EEG-only2026.04 | 60 | — | — | — | — | — | — | |
| EEGNetTrain Modality=EEG, Infer. Modality=EEG2026.07 | 60 | 58 | — | — | — | — | — | |
| MMMLProtocol=cross-subject 10-fold cross-validation2026.04 | 59.6 | 56.55 | — | — | — | — | — | |
| EAV-EEGType=Others2025.04 | 59.51 | — | — | — | — | — | — | |
| CMERCProtocol=cross-subject 10-fold cross-validation2026.04 | 58.57 | 57.7 | — | — | — | — | — | |
| LMFProtocol=cross-subject 10-fold cross-validation2026.04 | 57.29 | 56.8 | — | — | — | — | — | |
| bc-LSTM2025.02 | 57.21 | 57.3 | 58.16 | 64.57 | 47.13 | 64.48 | 52.14 | |
| bc-LSTMTrain Modality=EEG+Face+Audio, Infer. Modality=EEG+Face+Audio2026.07 | 57.21 | 57.3 | — | — | — | — | — | |
| AGF-IBProtocol=cross-subject 10-fold cross-validation2026.04 | 54.59 | 54.2 | — | — | — | — | — | |
| AMERLType=Others2025.04 | 53.51 | — | — | — | — | — | — | |
| EEGformerTrain Modality=EEG, Infer. Modality=EEG2026.07 | 53.5 | 52 | — | — | — | — | — | |
| CTMWAProtocol=cross-subject 10-fold cross-validation2026.04 | 52.86 | 49.92 | — | — | — | — | — | |
| MM-DFNProtocol=cross-subject 10-fold cross-validation2026.04 | 51.13 | 50.17 | — | — | — | — | — | |
| KNNType=Traditional2025.04 | 50.87 | 47.68 | — | — | — | — | — | |
| SVMType=Traditional2025.04 | 48.96 | 48.67 | — | — | — | — | — | |
| Decision TreeType=Traditional2025.04 | 45.25 | 45.28 | — | — | — | — | — |