EEG Classification on BNCI2014001, Weibo2014, BNCI2014002 Average
71.04Benign AccuracyPAT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PATSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 71.04 | 50.71 | 61.47 | 61.07 | |
| PATSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 70.18 | 55.78 | 67.87 | 64.61 | |
| PATSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 69.79 | 52.07 | 61.45 | 61.1 | |
| S+TSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 68.95 | 33.6 | 55.98 | 52.84 | |
| MDDSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 68.79 | 33.44 | 56.04 | 52.76 | |
| CDANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 68.38 | 32.86 | 56.05 | 52.43 | |
| MCCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 67.19 | 33.15 | 55.14 | 51.83 | |
| MMESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 67.14 | 38.37 | 63.68 | 56.4 | |
| CESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 66.98 | 39.74 | 63.73 | 56.82 | |
| DANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 66.98 | 33.21 | 55.45 | 51.88 | |
| SHOTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 66.87 | 31.53 | 53.33 | 50.58 | |
| ENTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 66.84 | 31.71 | 53.37 | 50.64 | |
| MCCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 66.76 | 40.08 | 63.62 | 56.82 | |
| CCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 66.75 | 32.03 | 55.62 | 51.46 | |
| CCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 66.74 | 40.08 | 63.57 | 56.8 | |
| CCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 66.73 | 31.18 | 53.06 | 50.32 | |
| MCCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 66.72 | 31.05 | 53.08 | 50.28 | |
| CESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 66.26 | 29.48 | 52.62 | 49.45 | |
| DANNSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 65.62 | 28.53 | 54.49 | 49.55 | |
| SHOTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 65.54 | 40.69 | 62.72 | 56.32 | |
| MMESetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 65.51 | 33.68 | 55.07 | 51.42 | |
| PATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 65.28 | 46.18 | 57.26 | 56.24 | |
| MMESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 64.85 | 27.37 | 51.91 | 48.04 | |
| JANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 64.83 | 35.29 | 55.65 | 51.92 | |
| ENTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 64.73 | 31.39 | 52.98 | 49.7 | |
| SHOTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 64.26 | 30.77 | 52.85 | 49.29 | |
| ENTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 63.42 | 40.56 | 60.92 | 54.97 | |
| EEGNet(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 60.58 | 29.84 | 50.56 | 46.99 | |
| TRADESSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 60.39 | 45.16 | 52.87 | 52.81 | |
| ABATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 60.18 | 46.92 | 53.58 | 53.56 | |
| SCRSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 60.16 | 45.99 | 53.71 | 53.29 | |
| AWPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 59.65 | 46.35 | 53.65 | 53.22 | |
| EEGNet(S-Fed)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 58.58 | 28.31 | 55.78 | 47.56 | |
| CSP(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 56.63 | 37.52 | 38.39 | 44.18 | |
| EEGNet(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 55.66 | 24.02 | 44.87 | 41.52 | |
| EEGNet(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 55.6 | 23.74 | 47.54 | 42.29 | |
| ITSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 54.91 | 23.47 | 46.75 | 41.71 | |
| SEATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 52.08 | 38.04 | 43.78 | 44.63 | |
| CSP(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 52.07 | 36.27 | 41.8 | 43.38 | |
| CSP(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 51.32 | 36.65 | 40.54 | 42.83 | |
| SAPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 49.95 | 41.81 | 41.98 | 44.58 | |
| RSESetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 40.62 | 29.16 | 49.43 | 39.74 |