EEG classification on Mental Arithmetic
64.64AUPRCSCOPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCOPEbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true2026.02 | 64.64 | 82.93 | |
| LoRAbackbone=LaBraM, backbone_type=Transformer-based2026.02 | 64.47 | 54.16 | |
| LaBraMmode=Frozen, backbone_type=Transformer-based2026.02 | 60.83 | 79.25 | |
| SCOPEbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 54.44 | 74.39 | |
| FixMatchbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true2026.02 | 53.92 | 74.41 | |
| FineSSLbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true2026.02 | 53.12 | 60.72 | |
| SCOPEbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 49.46 | 68.48 | |
| SCOPEbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 49.3 | 72.4 | |
| SCOPEbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 47.6 | 71.09 | |
| CBraModmode=Full finetuning, backbone_type=Transformer-based2026.02 | 47.35 | 69.91 | |
| CBraModmode=Frozen, backbone_type=Transformer-based2026.02 | 47.19 | 63.53 | |
| FineSSLbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 47.14 | 71.25 | |
| CodeBrainmode=Full finetuning, backbone_type=SSM-style2026.02 | 47.1 | 72.13 | |
| FixMatchbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 46.7 | 66.85 | |
| CodeBrainmode=Frozen, backbone_type=SSM-style2026.02 | 46.7 | 71.25 | |
| LaBraMmode=Full finetuning, backbone_type=Transformer-based2026.02 | 45.49 | 70.72 | |
| FixMatchbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 44.53 | 69.3 | |
| LoRAbackbone=CodeBrain, backbone_type=SSM-style2026.02 | 44.05 | 68.49 | |
| FixMatchbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 43.24 | 69.13 | |
| LoRAbackbone=CBraMod, backbone_type=Transformer-based2026.02 | 43.14 | 70.45 | |
| EEGMambamode=Full finetuning, backbone_type=SSM-style2026.02 | 42.89 | 65.36 | |
| FixMatchbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 42.61 | 67.61 | |
| FineSSLbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 41.51 | 64.43 | |
| EEGNetbackbone=Non-Pretrained2026.02 | 40.35 | 63.75 | |
| CSBrainmode=Full finetuning, backbone_type=Transformer-based2026.02 | 40.08 | 67.39 | |
| FineSSLbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 39.11 | 66.86 | |
| EEGConformerbackbone=Non-Pretrained2026.02 | 38.92 | 62.31 | |
| CSBrainmode=Frozen, backbone_type=Transformer-based2026.02 | 38.3 | 66.68 | |
| LoRAbackbone=EEGMamba, backbone_type=SSM-style2026.02 | 38.12 | 65.45 | |
| EEGMambamode=Frozen, backbone_type=SSM-style2026.02 | 37.19 | 64.98 | |
| FineSSLbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 36.41 | 66.35 | |
| LoRAbackbone=CSBrain, backbone_type=Transformer-based2026.02 | 33.78 | 63.24 |