Emotion Recognition on MEEG Valence
87.96AccuracyEmT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EmTYear=2025, #params=352,7382026.05 | 87.96 | 87.94 | |
| GL-LFGNN#params=37,1662026.05 | 86.71 | 86.53 | |
| AT-DGNN-Genevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 86.01 | 85.68 | |
| AT-DGNN-Gen2026.05 | 86.01 | 85.68 | |
| AT-DGNN-Froevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 85.56 | 85.61 | |
| AT-DGNN-FroYear=2024, #params=2,680,3502026.05 | 85.56 | 85.61 | |
| LGGNet-Hemevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 84.93 | 84.46 | |
| LGGNet-Hem2026.05 | 84.93 | 84.46 | |
| AT-DGNN-Hemevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 84.89 | 85.35 | |
| AT-DGNN-Hem2026.05 | 84.89 | 85.35 | |
| LGGNet-Genevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 84.53 | 84.38 | |
| LGGNet-Gen2026.05 | 84.53 | 84.38 | |
| LGGNet-Froevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 84.28 | 83.87 | |
| LGGNet-FroYear=2024, #params=1,135,2302026.05 | 84.28 | 83.87 | |
| ATCNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 83.19 | 82.08 | |
| ATCNetYear=2023, #params=575,5702026.05 | 83.19 | 82.08 | |
| DGCNNevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 82.72 | 82.4 | |
| DGCNNYear=2020, #params=68,4202026.05 | 82.72 | 82.4 | |
| ShallowConvNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 79.77 | 80.22 | |
| TSceptionevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 78.34 | 81.18 | |
| TCNet-Fusionevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 75.88 | 75.42 | |
| EEGNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 73.66 | 73.33 | |
| EEGNetYear=2018, #params=14,7062026.05 | 73.66 | 73.33 | |
| DeepConvNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 72.38 | 73.03 | |
| EEG-TCNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.07 | 69.72 | 54.28 | |
| EEG-TCNetYear=2020, #params=4,3742026.05 | 69.72 | 54.28 |