EEG authentication on PEERS
7.71EERNeuroShield
Evaluation results
| Method | Links | |
|---|---|---|
| NeuroShieldPretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=✓, Train Data=3 ds.; 15.7K subj., Device grade=Medical, Duration=1 s, Evaluation Protocol=Fine-tuned2026.06 | 7.71 | |
| Jiang et al.Pretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=△, Train Data=16 ds.; 1.5K subj., Device grade=Medical, Duration=1 s, Evaluation Protocol=Fine-tuned2026.06 | 10.27 | |
| Fallahi et al.Pretrained Checkpoint=✓, Temporal Flexibility=×, Spatial Flexibility=×, Train Data=PEERS [42], Device grade=Medical, Duration=1 s2026.06 | 10.28 | |
| NeuroShieldPretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=✓, Train Data=3 ds.; 15.7K subj., Device grade=Medical, Duration=1 s, Evaluation Protocol=Zero-shot2026.06 | 16.79 | |
| Jiang et al.Pretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=△, Train Data=16 ds.; 1.5K subj., Device grade=Medical, Duration=1 s, Evaluation Protocol=Zero-shot2026.06 | 44.32 |