EEG Classification on SEED (AUPRC, AUROC)
74.25AUPRCSCOPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCOPEbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true, pretrained_on_SEED_subset=true2026.02 | 74.25 | 75.23 | |
| FixMatchbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true, pretrained_on_SEED_subset=true2026.02 | 74.08 | 77.32 | |
| FineSSLbackbone=LaBraM, backbone_type=Transformer-based, semi-supervised=true, pretrained_on_SEED_subset=true2026.02 | 72.99 | 73.78 | |
| LaBraMmode=Frozen, backbone_type=Transformer-based, pretrained_on_SEED_subset=true2026.02 | 72.45 | 73.89 | |
| LoRAbackbone=LaBraM, backbone_type=Transformer-based, pretrained_on_SEED_subset=true2026.02 | 67.51 | 57.28 | |
| LaBraMmode=Full finetuning, backbone_type=Transformer-based, pretrained_on_SEED_subset=true2026.02 | 66.84 | 66.25 | |
| SCOPEbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 65.88 | 65.3 | |
| SCOPEbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 65.57 | 63.71 | |
| CBraModmode=Full finetuning, backbone_type=Transformer-based2026.02 | 65.12 | 64.43 | |
| CodeBrainmode=Full finetuning, backbone_type=SSM-style2026.02 | 64.3 | 63.27 | |
| LoRAbackbone=CodeBrain, backbone_type=SSM-style2026.02 | 63.83 | 58.61 | |
| FineSSLbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 63.72 | 62.85 | |
| CodeBrainmode=Frozen, backbone_type=SSM-style2026.02 | 63.44 | 63.93 | |
| SCOPEbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 63.05 | 62.09 | |
| LoRAbackbone=CBraMod, backbone_type=Transformer-based2026.02 | 62.59 | 62.09 | |
| FixMatchbackbone=CodeBrain, backbone_type=SSM-style, semi-supervised=true2026.02 | 61.58 | 60.58 | |
| SCOPEbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 60.65 | 59.02 | |
| FixMatchbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 60.21 | 59.16 | |
| EEGMambamode=Full finetuning, backbone_type=SSM-style2026.02 | 59.84 | 57.98 | |
| FixMatchbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 59.71 | 57.34 | |
| FixMatchbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 58.86 | 57.67 | |
| LoRAbackbone=EEGMamba, backbone_type=SSM-style2026.02 | 58.64 | 57.35 | |
| EEGMambamode=Frozen, backbone_type=SSM-style2026.02 | 58.27 | 57.3 | |
| FineSSLbackbone=CBraMod, backbone_type=Transformer-based, semi-supervised=true2026.02 | 57.84 | 58.42 | |
| CBraModmode=Frozen, backbone_type=Transformer-based2026.02 | 57.83 | 58.74 | |
| CSBrainmode=Full finetuning, backbone_type=Transformer-based2026.02 | 57.54 | 57.4 | |
| LoRAbackbone=CSBrain, backbone_type=Transformer-based2026.02 | 56.98 | 57.45 | |
| CSBrainmode=Frozen, backbone_type=Transformer-based2026.02 | 56.27 | 56.57 | |
| EEGConformerbackbone=Non-Pretrained2026.02 | 54.31 | 53.48 | |
| FineSSLbackbone=CSBrain, backbone_type=Transformer-based, semi-supervised=true2026.02 | 53.46 | 53.86 | |
| EEGNetbackbone=Non-Pretrained2026.02 | 53.39 | 54.15 | |
| FineSSLbackbone=EEGMamba, backbone_type=SSM-style, semi-supervised=true2026.02 | 48.98 | 47.64 |