Motor Imagery Classification on Physionet-MI (test)
64.57Balanced AccuracyCBraMod-MTDP
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CBraMod-MTDPPretrain Dataset (Hours)=9000, Pretraining dataset size=100%, Fine-tuning=true2026.03 | 64.57 | 52.75 | 64.7 | — | |
| CBraModPretrain Dataset (Hours)=9000, Pretraining dataset size=100%, Fine-tuning=true2026.03 | 64.17 | 52.22 | 64.27 | — | |
| CBraMod-MTDPPretrain Dataset (Hours)=2250, Pretraining dataset size=25%, Fine-tuning=true2026.03 | 62.74 | 50.31 | 62.68 | — | |
| CBraModPretrain Dataset (Hours)=2250, Pretraining dataset size=25%, Fine-tuning=true2026.03 | 61.83 | 49.12 | 61.91 | — | |
| LaBraMPretrain Dataset (Hours)=2500, Fine-tuning=true2026.03 | 61.73 | 49.12 | 61.77 | — | |
| BIOTPretrain Dataset (Hours)=122, Fine-tuning=true2026.03 | 61.53 | 48.75 | 61.58 | — | |
| EEGnetEvaluation protocol=Centralized, # params=32842026.04 | — | — | — | 50.8 | |
| FedEEGnet (FedAvg)Evaluation protocol=Federated Full Participation, # params=32842026.04 | — | — | — | 38.3 | |
| FedEEGnet (FedAvg)Evaluation protocol=Federated Half Participation, # params=32842026.04 | — | — | — | 38 | |
| FedSPDnet (ProjAvg)Evaluation protocol=Federated Full Participation, # params=24522026.04 | — | — | — | 39.5 | |
| FedSPDnet (ProjAvg)Evaluation protocol=Federated Half Participation, # params=24522026.04 | — | — | — | 39.5 | |
| SPDnetEvaluation protocol=Centralized, # params=24522026.04 | — | — | — | 43.1 |