EEG Authentication on FRC
14.75EERNeuroShield
Evaluation results
| Method | Links | |
|---|---|---|
| NeuroShieldPretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=✓, Train Data=3 ds.; 15.7K subj., Device grade=Consumer, Duration=1 s, Evaluation Protocol=Fine-tuned2026.06 | 14.75 | |
| NeuroShieldPretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=✓, Train Data=3 ds.; 15.7K subj., Device grade=Consumer, Duration=1 s, Evaluation Protocol=Zero-shot2026.06 | 21.05 | |
| Jiang et al.Pretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=△, Train Data=16 ds.; 1.5K subj., Device grade=Consumer, Duration=1 s, Evaluation Protocol=Fine-tuned2026.06 | 31.25 | |
| Jiang et al.Pretrained Checkpoint=✓, Temporal Flexibility=✓, Spatial Flexibility=△, Train Data=16 ds.; 1.5K subj., Device grade=Consumer, Duration=1 s, Evaluation Protocol=Zero-shot2026.06 | 47.16 |