Neural signal decoding on Neuroprobe iEEG
0.676Overall AUROCDIVER Tiny/I/0.1s
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DIVER Tiny/I/0.1sEvaluation Protocol=frozen, Pre-training epochs=32 epochs2025.12 | 0.676 | 0.93 | 0.896 | 0.717 | 0.809 | 0.589 | 0.791 | 0.628 | 0.628 | 0.622 | 0.624 | 0.642 | 0.62 | 0.614 | 0.502 | 0.523 | |
| DIVER Tiny/I/0.1sEvaluation Protocol=fine-tuned, Pre-training epochs=32 epochs2025.12 | 0.662 | 0.924 | 0.9 | 0.699 | 0.812 | 0.563 | 0.777 | 0.623 | 0.617 | 0.613 | 0.597 | 0.638 | 0.587 | 0.586 | 0.492 | 0.509 | |
| Linear Laplacian STFT2025.12 | 0.66 | 0.891 | 0.883 | 0.717 | 0.762 | 0.578 | 0.74 | 0.612 | 0.613 | 0.602 | 0.605 | 0.618 | 0.625 | 0.607 | 0.521 | 0.53 | |
| BrainBERTEvaluation Protocol=frozen2025.12 | 0.586 | 0.757 | 0.611 | 0.583 | 0.706 | 0.524 | 0.685 | 0.584 | 0.58 | 0.585 | 0.556 | 0.571 | 0.521 | 0.525 | 0.508 | 0.503 | |
| PopT2025.12 | 0.545 | 0.689 | 0.677 | 0.576 | 0.628 | 0.509 | 0.519 | 0.509 | 0.523 | 0.519 | 0.513 | 0.505 | 0.509 | 0.508 | 0.499 | 0.492 |