EEG Classification on Weibo 2014
64.94Benign AccuracyPAT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PATSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 64.94 | 45.51 | 57.14 | 55.86 | |
| PATSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 64.41 | 49.06 | 61.64 | 58.37 | |
| PATSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 63.5 | 42.27 | 56.5 | 54.09 | |
| MMESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 60.27 | 22.29 | 55.95 | 46.17 | |
| CESetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 59.5 | 24.16 | 55.66 | 46.44 | |
| MCCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 59.47 | 18.27 | 47.74 | 41.83 | |
| JANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 59.47 | 19.71 | 51.96 | 43.71 | |
| SHOTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 59.43 | 18.19 | 47.8 | 41.81 | |
| CCSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 59.4 | 18.46 | 47.64 | 41.84 | |
| ENTSetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 59.39 | 18.3 | 47.88 | 41.86 | |
| MCCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 59.27 | 24.52 | 55.57 | 46.45 | |
| CCSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 59.26 | 24.51 | 55.52 | 46.43 | |
| CESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 59.18 | 17.6 | 47.47 | 41.42 | |
| S+TSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 58.98 | 17.65 | 50.47 | 42.37 | |
| DANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 58.89 | 17.83 | 50.91 | 42.54 | |
| MDDSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 58.83 | 17.41 | 50.22 | 42.15 | |
| CDANSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 58.73 | 17.49 | 50.77 | 42.33 | |
| SHOTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 57.32 | 25.58 | 54.26 | 45.72 | |
| MMESetting=w/ Transfer, Approach Category=Centralized Source-Free Transfer2024.12 | 57 | 14.97 | 45.07 | 39.01 | |
| DANNSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 55.78 | 14.76 | 49.02 | 39.85 | |
| PATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 54.57 | 35.04 | 47.9 | 45.84 | |
| MCCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 54 | 14.45 | 46.36 | 38.27 | |
| CCSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 53.17 | 12.89 | 45.91 | 37.32 | |
| ENTSetting=w/ Transfer, Approach Category=Federated Source-Free Transfer2024.12 | 53.15 | 25.12 | 50.44 | 42.9 | |
| MMESetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 51.87 | 14.18 | 44.64 | 36.9 | |
| ENTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 50.08 | 11.62 | 42.74 | 34.81 | |
| EEGNet(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 49.85 | 18.04 | 42.48 | 36.79 | |
| EEGNet(S-Fed)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 49.64 | 16.72 | 46.52 | 37.63 | |
| TRADESSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 48.69 | 32.42 | 41.78 | 40.96 | |
| SCRSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 48.5 | 33.56 | 43.19 | 41.75 | |
| SHOTSetting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 48.42 | 11.15 | 40.96 | 33.51 | |
| ABATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 47.65 | 33.63 | 41.93 | 41.07 | |
| AWPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 46.98 | 33.24 | 42.12 | 40.78 | |
| SEATSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 45.25 | 30.63 | 38.61 | 38.16 | |
| EEGNet(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 43.18 | 12.9 | 38.14 | 31.41 | |
| CSP(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 40.85 | 21.25 | 24.66 | 28.92 | |
| ITSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 38.58 | 6.05 | 31.75 | 25.46 | |
| EEGNet(T)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 38.56 | 5.65 | 28.99 | 24.4 | |
| CSP(S&T)Setting=w/ Transfer, Approach Category=Transfer with Privacy-preserved Source Data2024.12 | 37.59 | 20.59 | 32.72 | 30.3 | |
| CSP(S)Setting=w/o Transfer, Approach Category=Classic Deep/Machine Learning2024.12 | 35.46 | 21.11 | 31.91 | 29.49 | |
| SAPSetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 32.55 | 20.74 | 26.05 | 26.45 | |
| RSESetting=w/o Transfer, Approach Category=Alignment based Adversarial Defense2024.12 | 27.09 | 11.54 | 35.11 | 24.58 |