EEG Classification on BNCI2014002
80.88Benign AccuracyPAT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PATSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 80.88 | 69.35 | 79.44 | 76.56 | |
| PATSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 80.03 | 62.11 | 76.97 | 73.04 | |
| SHOTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 79.85 | 61.71 | 77.7 | 73.09 | |
| CCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 79.83 | 61.16 | 77.67 | 72.89 | |
| CESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 79.75 | 60.57 | 77.6 | 72.64 | |
| MCCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 79.75 | 61.11 | 77.69 | 72.85 | |
| ENTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 79.63 | 61.85 | 77.54 | 73.01 | |
| S+TSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.51 | 52.48 | 74.35 | 68.78 | |
| MCCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.44 | 52.85 | 73.91 | 68.73 | |
| MMESetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.34 | 55.61 | 74.77 | 69.91 | |
| MDDSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.18 | 52.09 | 74.42 | 68.56 | |
| CCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.18 | 52 | 74.57 | 68.58 | |
| SHOTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.08 | 51.73 | 73.92 | 68.25 | |
| CDANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 79.01 | 51.48 | 74.1 | 68.2 | |
| MMESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 78.9 | 59.36 | 76.75 | 71.67 | |
| PATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 78.05 | 61.02 | 71.3 | 70.12 | |
| PATSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 77.87 | 64.89 | 75.69 | 72.82 | |
| SHOTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 77.74 | 51.49 | 73.3 | 67.51 | |
| ENTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 77.67 | 51.66 | 73.34 | 67.56 | |
| CCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 77.56 | 50.69 | 73.07 | 67.11 | |
| MCCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 77.5 | 50.61 | 73.07 | 67.06 | |
| ENTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 77.28 | 52.59 | 72.07 | 67.31 | |
| DANNSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 77.25 | 47.82 | 72.69 | 65.92 | |
| CESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 76.81 | 47.86 | 72.23 | 65.64 | |
| DANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 75.69 | 52.12 | 71.51 | 66.44 | |
| EEGNet(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 75.68 | 48.47 | 71.45 | 65.2 | |
| MMESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 75.62 | 45.29 | 70.93 | 63.95 | |
| ABATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 75.4 | 63.25 | 70.51 | 69.72 | |
| TRADESSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 75.17 | 61.71 | 69.84 | 68.9 | |
| AWPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 74.89 | 62.74 | 70.45 | 69.36 | |
| SCRSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 74.66 | 61.82 | 69.69 | 68.72 | |
| EEGNet(S-Fed)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 74.63 | 47.95 | 72.57 | 65.05 | |
| EEGNet(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 74.44 | 45.84 | 65.61 | 61.96 | |
| CSP(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 73.93 | 54.71 | 59.7 | 62.78 | |
| ITSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 73.58 | 45.02 | 67.42 | 62.01 | |
| JANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 73.22 | 54.3 | 70.41 | 65.98 | |
| EEGNet(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 72.62 | 41.02 | 69.58 | 61.07 | |
| SAPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 70.72 | 65.58 | 62.77 | 66.36 | |
| CSP(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 70.19 | 55.75 | 58.64 | 61.52 | |
| CSP(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 69.14 | 55.28 | 60.77 | 61.73 | |
| SEATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 66.12 | 50.81 | 57.95 | 58.29 | |
| RSESetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 58.28 | 50.33 | 66.95 | 58.52 |