EEG Classification on ISRUC
63.46KappaSCOPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCOPEbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 63.46 | 71.11 | |
| SCOPEbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 63.29 | 70.74 | |
| LoRAbackbone=CBraMod, backbone_type=Transformer-based2026.02 | 63.16 | 70.4 | |
| SCOPEbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 63.07 | 71.41 | |
| LoRAbackbone=EEGMamba, backbone_type=SSM-style2026.02 | 62.78 | 69.79 | |
| EEGMambamode=Full finetuning, backbone_type=SSM-style2026.02 | 62.02 | 68.71 | |
| CBraModmode=Full finetuning, backbone_type=Transformer-based2026.02 | 61.95 | 69.78 | |
| SCOPEbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 61.51 | 69.86 | |
| CSBrainmode=Full finetuning, backbone_type=Transformer-based2026.02 | 60.97 | 69.19 | |
| EEGMambamode=Frozen, backbone_type=SSM-style2026.02 | 60.73 | 67.94 | |
| CBraModmode=Frozen, backbone_type=Transformer-based2026.02 | 60.34 | 67.91 | |
| LoRAbackbone=CSBrain, backbone_type=Transformer-based2026.02 | 60.3 | 68.56 | |
| CodeBrainmode=Full finetuning, backbone_type=SSM-style2026.02 | 58.46 | 67.05 | |
| FixMatchbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 57.23 | 66.74 | |
| CSBrainmode=Frozen, backbone_type=Transformer-based2026.02 | 56.27 | 64.98 | |
| SCOPEbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true2026.02 | 56.19 | 65.15 | |
| LoRAbackbone=LaBraM, backbone_type=Transformer-based2026.02 | 55.61 | 65.05 | |
| FineSSLbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true2026.02 | 54.24 | 63.76 | |
| FineSSLbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 54.02 | 65.92 | |
| FineSSLbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 53.46 | 61.21 | |
| CodeBrainmode=Frozen, backbone_type=SSM-style2026.02 | 52.54 | 61.75 | |
| LaBraMmode=Full finetuning, backbone_type=Transformer-based2026.02 | 51.26 | 61.73 | |
| FineSSLbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 48.94 | 57.5 | |
| LaBraMmode=Frozen, backbone_type=Transformer-based2026.02 | 48.58 | 58.35 | |
| EEGConformerbackbone=Non-Pretrained2026.02 | 47.7 | 53.93 | |
| FineSSLbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 47.65 | 54.61 | |
| EEGNetbackbone=Non-Pretrained2026.02 | 45.4 | 52.02 | |
| FixMatchbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 44.53 | 53.48 | |
| LoRAbackbone=CodeBrain, backbone_type=SSM-style2026.02 | 44.08 | 53.37 | |
| FixMatchbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true2026.02 | 33.14 | 43.83 | |
| FixMatchbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 32 | 44.07 | |
| FixMatchbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 20.42 | 23.23 |