Arousal Emotion Recognition on DEAP (test)
99.7AccuracyMMQ-Net
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MMQ-NetMissing rate=0.02025.07 | 99.7 | — | |
| TAEMissing rate=0.02025.07 | 95.96 | — | |
| MMQ-NetMissing rate=0.12025.07 | 95.86 | — | |
| TAEMissing rate=0.12025.07 | 92.23 | — | |
| MMQ-NetMissing rate=0.32025.07 | 91.47 | — | |
| MMQ-NetMissing rate=0.52025.07 | 90.62 | — | |
| MMQ-NetMissing rate=0.72025.07 | 90.06 | — | |
| FATProtocol=Subject-dependent, Scheme=10-fold, Configuration=ours2025.02 | 89.18 | 3.5 | |
| TAEMissing rate=0.32025.07 | 89.1 | — | |
| SMILMissing rate=0.02025.07 | 88.35 | — | |
| SMILMissing rate=0.12025.07 | 87.39 | — | |
| TAEMissing rate=0.52025.07 | 87.18 | — | |
| ShaSpeMissing rate=0.02025.07 | 86.98 | — | |
| TAEMissing rate=0.72025.07 | 85.62 | — | |
| ShaSpeMissing rate=0.12025.07 | 85.47 | — | |
| ShaSpeMissing rate=0.52025.07 | 84.41 | — | |
| ShaSpeMissing rate=0.32025.07 | 84.16 | — | |
| SMILMissing rate=0.32025.07 | 83.96 | — | |
| FATProtocol=Subject-dependent, Scheme=10-fold, Configuration=w/ FAN2025.02 | 83.09 | 3.85 | |
| DGCNNProtocol=Subject-dependent, Scheme=10-fold2025.02 | 83.02 | 7.07 | |
| ShaSpeMissing rate=0.72025.07 | 81.74 | — | |
| SMILMissing rate=0.52025.07 | 81.13 | — | |
| ConformerProtocol=Subject-dependent, Scheme=10-fold2025.02 | 79.42 | 3.03 | |
| SMILMissing rate=0.72025.07 | 79.21 | — | |
| AEMissing rate=0.02025.07 | 76.49 | — | |
| AEMissing rate=0.12025.07 | 75.53 | — | |
| AEMissing rate=0.32025.07 | 74.77 | — | |
| AEMissing rate=0.52025.07 | 72.86 | — | |
| AEMissing rate=0.72025.07 | 72.05 | — | |
| LSTMProtocol=Subject-dependent, Scheme=10-fold2025.02 | 71.81 | 3.99 | |
| DCCAMissing rate=0.02025.07 | 71.75 | — | |
| SVMProtocol=Subject-dependent, Scheme=10-fold2025.02 | 69.89 | 5.6 | |
| DCCAMissing rate=0.12025.07 | 69.48 | — | |
| DCCAMissing rate=0.52025.07 | 67.81 | — | |
| KNNProtocol=Subject-dependent, Scheme=10-fold2025.02 | 67.8 | 6.94 | |
| DCCAMissing rate=0.72025.07 | 67.76 | — | |
| KCCAMissing rate=0.02025.07 | 67.61 | — | |
| DCCAMissing rate=0.32025.07 | 67.41 | — | |
| CCAMissing rate=0.02025.07 | 67.05 | — | |
| KCCAMissing rate=0.12025.07 | 66.9 | — | |
| KCCAMissing rate=0.32025.07 | 66.04 | — | |
| KCCAMissing rate=0.52025.07 | 64.73 | — | |
| KCCAMissing rate=0.72025.07 | 64.68 | — | |
| CCAMissing rate=0.12025.07 | 64.28 | — | |
| CCAMissing rate=0.32025.07 | 64.08 | — | |
| CCAMissing rate=0.52025.07 | 62.31 | — | |
| CCAMissing rate=0.72025.07 | 61 | — |