EEG Classification on BNCI 2014001
69.59Benign AccuracyPAT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PATSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 69.59 | 47.73 | 50.95 | 56.09 | |
| S+TSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 68.37 | 30.69 | 43.11 | 47.39 | |
| MDDSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 68.37 | 30.84 | 43.47 | 47.56 | |
| MCCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 68.12 | 32.15 | 45.14 | 48.47 | |
| CCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 67.91 | 31.19 | 46.37 | 48.49 | |
| CDANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 67.41 | 29.6 | 43.28 | 46.76 | |
| ENTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 66.83 | 29.95 | 44.14 | 46.97 | |
| PATSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 66.55 | 45.81 | 51.5 | 54.62 | |
| DANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 66.37 | 29.67 | 43.92 | 46.65 | |
| MMESetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 65.32 | 31.25 | 45.81 | 47.46 | |
| SHOTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 65.28 | 29.43 | 43.66 | 46.13 | |
| PATSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 65.26 | 48.93 | 62.54 | 58.91 | |
| DANNSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 63.84 | 23 | 41.78 | 42.87 | |
| ENTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 63.45 | 25.17 | 38.88 | 42.5 | |
| SHOTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 63.42 | 24.92 | 38.88 | 42.41 | |
| PATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 63.23 | 42.48 | 52.57 | 52.76 | |
| CCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 63.22 | 24.38 | 38.47 | 42.02 | |
| MCCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 63.18 | 24.28 | 38.43 | 41.96 | |
| CESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 62.78 | 22.97 | 38.15 | 41.3 | |
| MMESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 62.26 | 33.46 | 58.34 | 51.35 | |
| MMESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 61.94 | 21.84 | 39.73 | 41.17 | |
| JANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 61.81 | 31.86 | 44.57 | 46.08 | |
| CESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 61.68 | 34.5 | 57.93 | 51.37 | |
| MCCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 61.25 | 34.61 | 57.59 | 51.15 | |
| CCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 61.12 | 34.57 | 57.52 | 51.07 | |
| SHOTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 59.46 | 34.77 | 56.22 | 50.15 | |
| ABATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 57.49 | 43.87 | 48.31 | 49.89 | |
| ENTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 57.49 | 34.71 | 54.77 | 48.99 | |
| TRADESSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 57.32 | 41.37 | 46.99 | 48.56 | |
| SCRSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 57.32 | 42.58 | 48.24 | 49.38 | |
| AWPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 57.08 | 43.07 | 48.39 | 49.52 | |
| EEGNet(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 56.22 | 23.01 | 37.74 | 38.99 | |
| CSP(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 55.12 | 36.61 | 30.8 | 40.84 | |
| EEGNet(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 53.99 | 20.58 | 40.02 | 38.2 | |
| ITSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 52.57 | 19.33 | 41.09 | 37.66 | |
| EEGNet(S-Fed)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 51.49 | 20.26 | 48.24 | 40 | |
| EEGNet(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 50.99 | 17.31 | 34.9 | 34.4 | |
| CSP(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 49.49 | 32.94 | 31.91 | 38.11 | |
| CSP(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 48.31 | 33.08 | 31.07 | 37.49 | |
| SAPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 46.58 | 39.11 | 37.11 | 40.93 | |
| SEATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 44.86 | 32.67 | 34.79 | 37.44 | |
| RSESetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 36.5 | 25.6 | 46.23 | 36.11 |