EEG-based Emotion Recognition on SEED-IV
0.7799Accuracy (Best Session)SSAS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SSASProtocol=LOSOCV2025.12 | 0.7799 | 0.6843 | 0.7799 | 0.7385 | 0.7342 | 0.7433 | 0.8333 | |
| GusaProtocol=LOSOCV2025.12 | 0.7517 | — | 0.7517 | — | — | — | — | |
| STCBI-NetsProtocol=LOSOCV2025.12 | 0.7512 | — | 0.7512 | — | — | — | — | |
| MFA-LRProtocol=LOSOCV2025.12 | 0.7499 | 0.6496 | 0.7499 | 0.6878 | 0.6958 | — | — | |
| SH-MDAProtocol=LOSOCV2025.12 | 0.7341 | — | 0.7341 | — | — | — | — | |
| MAS-DGAT-NetProtocol=LOSOCV2025.12 | 0.7022 | — | 0.7022 | — | — | — | — | |
| MGFKDProtocol=LOSOCV2025.12 | 0.678 | — | 0.678 | — | — | — | — | |
| MS-MDAProtocol=LOSOCV2025.12 | 0.6725 | 0.6725 | 0.6273 | 0.6371 | 0.6456 | — | — | |
| EEGMatchProtocol=LOSOCV2025.12 | 0.6553 | 0.6553 | — | — | — | — | — | |
| JAGPProtocol=LOSOCV2025.12 | 0.6029 | 0.5437 | 0.5106 | 0.6029 | 0.5524 | — | — | |
| TCAProtocol=LOSOCV2025.12 | 0.5803 | 0.5803 | 0.5656 | 0.5716 | 0.5725 | 0.5675 | 0.7189 | |
| RGNNProtocol=LOSOCV2025.12 | 0.5737 | 0.5349 | 0.5737 | 0.5397 | 0.5494 | — | — | |
| NontransferProtocol=LOSOCV2025.12 | 0.4459 | 0.4459 | 0.3799 | 0.3899 | 0.4052 | 0.4255 | 0.6338 | |
| DANProtocol=LOSOCV2025.12 | 0.4127 | 0.3573 | 0.3828 | 0.4127 | 0.3842 | — | — |