EEG-based Emotion Recognition on SEED (Session Evaluation)
91.97Acc (Best Session)SSAS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SSASProtocol=LOSOCV2025.12 | 91.97 | 91.97 | 83.56 | 86.43 | 87.32 | 90.23 | 92.68 | |
| GusaProtocol=LOSOCV2025.12 | 91.77 | 91.77 | — | — | — | — | — | |
| EEGMatchProtocol=LOSOCV2025.12 | 91.35 | 91.35 | — | — | — | — | — | |
| SH-MDAProtocol=LOSOCV2025.12 | 90.27 | 90.27 | — | — | — | — | — | |
| STCBI-NetsProtocol=LOSOCV2025.12 | 90.21 | 90.21 | — | — | — | — | — | |
| MWACNProtocol=LOSOCV2025.12 | 89.3 | 89.3 | — | — | — | — | — | |
| MFA-LRProtocol=LOSOCV2025.12 | 89.11 | 89.11 | 82.07 | 84.64 | 85.27 | — | — | |
| MGFKDProtocol=LOSOCV2025.12 | 87.51 | 87.51 | — | — | — | — | — | |
| WGANProtocol=LOSOCV2025.12 | 87.07 | 87.07 | — | — | — | — | — | |
| GRU-ConvProtocol=LOSOCV2025.12 | 87.04 | 87.04 | — | — | — | — | — | |
| RGNNProtocol=LOSOCV2025.12 | 85.3 | 85.3 | — | — | — | — | — | |
| ASFMProtocol=LOSOCV2025.12 | 83.51 | 83.51 | 76.68 | 81.2 | 80.46 | — | — | |
| MS-MDAProtocol=LOSOCV2025.12 | 82.88 | 82.88 | 80.93 | 76.88 | 80.23 | — | — | |
| MADAProtocol=LOSOCV2025.12 | 82.52 | 78.67 | 82.52 | 80.05 | 80.41 | — | — | |
| MFSANProtocol=LOSOCV2025.12 | 81.19 | 75.7 | 81.19 | 79.19 | 78.69 | — | — | |
| SAAEProtocol=LOSOCV2025.12 | 80.34 | 80.34 | 74.68 | 78.73 | 77.92 | — | — | |
| MAS-DGAT-NetProtocol=LOSOCV2025.12 | 80.02 | 80.02 | — | — | — | — | — | |
| MACIProtocol=LOSOCV2025.12 | 77.43 | 73.42 | 70.81 | 77.43 | 73.89 | — | — | |
| TCAProtocol=LOSOCV2025.12 | 75.32 | 71.8 | 67.99 | 75.32 | 66.68 | 75.17 | 81.42 | |
| NontransferProtocol=LOSOCV2025.12 | 67.99 | 56.73 | 67.99 | 67.03 | 63.92 | 69.22 | 72.5 | |
| DANProtocol=LOSOCV2025.12 | 66.51 | 64.43 | 65.06 | 66.51 | 65.34 | — | — |