Speech Decoding on sEEG signals 61-word
62.7AccuracyDu-IN (mae)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Du-IN (mae)Token Level=Region, Pre-trained (PT)=true, Multi-subject pre-training (MS)=true, Model Size=4.38M2024.05 | 62.7 | 4.69 | |
| Du-IN (poms)Token Level=Region, Pre-trained (PT)=true, Multi-subject pre-training (MS)=true, Model Size=5.18M2024.05 | 59.18 | 4.63 | |
| Du-IN (vqvae)Token Level=Region, Pre-trained (PT)=true, Multi-subject pre-training (MS)=true, Model Size=4.38M2024.05 | 58.24 | 4.83 | |
| Du-INToken Level=Region, Pre-trained (PT)=false, Model Size=4.38M2024.05 | 56.29 | 5.2 | |
| Neuro-BERTToken Level=Region, Pre-trained (PT)=false, Multi-subject pre-training (MS)=true, Model Size=2.14M2024.05 | 49.51 | 4.43 | |
| EEG-ConformerToken Level=Region, Pre-trained (PT)=false, Model Size=2.34M2024.05 | 45.82 | 4.66 | |
| Du-IN (vqvae+vq)Token Level=Region, Pre-trained (PT)=true, Multi-subject pre-training (MS)=false, Model Size=4.38M2024.05 | 44.17 | 4.04 | |
| DeWaveToken Level=Region, Pre-trained (PT)=false, Model Size=5.70M2024.05 | 32.43 | 4.48 | |
| CNN-BIGRUToken Level=Region, Pre-trained (PT)=false, Model Size=0.54M2024.05 | 32.04 | 5.45 | |
| TS-TCCToken Level=Region, Pre-trained (PT)=false, Model Size=0.32M2024.05 | 24.85 | 4.42 | |
| BrantToken Level=Channel, Pre-trained (PT)=true, Multi-subject pre-training (MS)=true, Model Size=69.35M2024.05 | 12.42 | 4.1 | |
| LaBraM-PopTToken Level=Channel, Pre-trained (PT)=true, Multi-subject pre-training (MS)=true, Model Size=6.85M2024.05 | 11.78 | 2.7 | |
| LaBraMToken Level=Channel, Pre-trained (PT)=true, Multi-subject pre-training (MS)=false, Model Size=6.85M2024.05 | 11.53 | 2.63 | |
| BrantToken Level=Channel, Pre-trained (PT)=true, Multi-subject pre-training (MS)=false, Model Size=69.35M2024.05 | 11.16 | 3.56 | |
| BrainBERTToken Level=Channel, Pre-trained (PT)=true, Multi-subject pre-training (MS)=true, Model Size=43.58M2024.05 | 7.5 | 1.76 | |
| BrainBERTToken Level=Channel, Pre-trained (PT)=true, Multi-subject pre-training (MS)=false, Model Size=43.58M2024.05 | 6.72 | 1.59 |