Emotion Recognition on SEED (cross-subject cross-session)
93.18AccuracyPR-PL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PR-PLYear=20242026.05 | 93.18 | 6.55 | |
| UF-AMAYear=20262026.05 | 92.39 | 2 | |
| FMLANYear=20252026.05 | 91.94 | 7.73 | |
| STCBI-NetsYear=20252026.05 | 91.87 | 5.53 | |
| LGDAAN-NetsYear=20252026.05 | 91.25 | 5.87 | |
| DA-CapsNetYear=20242026.05 | 88.18 | 6.21 | |
| MATCategory=Deep transfer learning methods2025.09 | 80.21 | 6.32 | |
| EmT-BCategory=Deep transfer learning methods2025.09 | 78.8 | 12 | |
| ACRNNYear=20232026.05 | 78.49 | 9.87 | |
| DANNCategory=Deep transfer learning methods, re-implemented=true2025.09 | 78.42 | 7.57 | |
| MS-MDACategory=Deep transfer learning methods2025.09 | 78.14 | 6.18 | |
| DANCategory=Deep transfer learning methods, re-implemented=true2025.09 | 78.12 | 5.47 | |
| EmT-SCategory=Deep transfer learning methods2025.09 | 78 | 11.7 | |
| MixupCategory=Deep transfer learning methods, Model of unseen target domain=true2025.09 | 77.73 | 10.02 | |
| DMMRCategory=Deep transfer learning methods, re-implemented=true, Model of unseen target domain=true2025.09 | 77.67 | 8.91 | |
| DCORALCategory=Deep transfer learning methods, re-implemented=true2025.09 | 77.36 | 6.27 | |
| RSC-MLP2Category=Deep transfer learning methods, Model of unseen target domain=true2025.09 | 76.74 | 8.52 | |
| IAGCategory=Deep transfer learning methods2025.09 | 74.36 | 11.11 | |
| EEG-DGCategory=Deep transfer learning methods, re-implemented=true, Model of unseen target domain=true2025.09 | 73.29 | 7.37 | |
| DDCCategory=Deep transfer learning methods, re-implemented=true2025.09 | 73.22 | 5.48 | |
| RFCategory=Traditional machine learning methods, re-implemented=true2025.09 | 72.78 | 6.6 | |
| KPCACategory=Traditional machine learning methods, re-implemented=true2025.09 | 72.56 | 6.41 | |
| AMDETCategory=Deep transfer learning methods2025.09 | 72.1 | 16.8 | |
| GCB-NetCategory=Deep transfer learning methods2025.09 | 68.4 | 17.2 | |
| SVMCategory=Traditional machine learning methods, re-implemented=true2025.09 | 68.01 | 7.88 | |
| TCACategory=Traditional machine learning methods, re-implemented=true2025.09 | 63.63 | 6.4 | |
| GFKCategory=Traditional machine learning methods, re-implemented=true2025.09 | 60.75 | 8.32 | |
| KNNCategory=Traditional machine learning methods, re-implemented=true2025.09 | 60.18 | 8.1 | |
| SACategory=Traditional machine learning methods, re-implemented=true2025.09 | 57.47 | 10.01 | |
| CORALCategory=Traditional machine learning methods, re-implemented=true2025.09 | 55.18 | 7.42 |