Classification on EEG (subject-independent)
70BAcc (Motor)NEURORVQ-EEG
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NEURORVQ-EEGEvaluation protocol=subject-independent, Codebook-based tokenizer=true2025.10 | 70 | 87.6 | 57.4 | 72.8 | 86.9 | 74.9 | |
| MIRepNetEvaluation protocol=subject-independent, Codebook-based tokenizer=false2025.10 | 68.9 | — | — | — | — | — | |
| NeuroGPTEvaluation protocol=subject-independent, Codebook-based tokenizer=false2025.10 | 68.2 | 75.7 | 59.7 | 67.4 | 82.7 | 70.7 | |
| LaBraMEvaluation protocol=subject-independent, Codebook-based tokenizer=true2025.10 | 63 | 82.2 | 52.6 | 65.2 | 79.9 | 68.6 | |
| CBraModEvaluation protocol=subject-independent, Codebook-based tokenizer=false2025.10 | 61.4 | 77.7 | 57.4 | 63.5 | 83.9 | 68.8 | |
| BrainOmniEvaluation protocol=subject-independent, Codebook-based tokenizer=true2025.10 | 58.5 | 72.3 | 51.8 | — | 85.2 | — | |
| BIOTEvaluation protocol=subject-independent, Codebook-based tokenizer=false2025.10 | 44.3 | 50 | 51 | — | 76.3 | — | |
| EEGPTEvaluation protocol=subject-independent, Codebook-based tokenizer=false2025.10 | 31.3 | 66.8 | 52 | 63.4 | 79.7 | 58.7 |