notesum.ai
Published at December 10T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs
cs.HC
cs.LG
Released Date: December 10, 2024
Authors: Siyang Li1, Ziwei Wang, Hanbin Luo, Lieyun Ding, Dongrui Wu
Aff.: 1Huazhong University of Science and Technology

| Approach | BNCI2014001 | BNCI2014002 | BNCI2015001 |
|---|---|---|---|
| EEGNet | 78.85±1.23 | 80.01±1.05 | 81.26±0.32 |
| MCC | 72.94±2.44 | 77.32±2.34 | 78.40±1.70 |
| SHOT-IM | 74.84±1.00 | 78.48±0.92 | 78.60±0.89 |
| BN-adapt | 79.14±1.35 | 79.86±0.80 | 80.84±1.01 |
| PL | 79.93±1.05 | 82.24±1.50 | 83.08±1.24 |
| SAR | 79.13±0.77 | 83.44±1.72 | 82.27±0.49 |
| ISFDA (IM) | 79.58±0.79 | 83.38±0.99 | 82.75±0.44 |
| DELTA (IM) | 79.66±1.00 | 83.38±0.94 | 82.89±0.48 |
| T-TIME | 81.65±1.39 | 85.28±1.04 | 84.02±1.17 |
| T-TIME (5) | 82.72±1.27 | 86.01±0.79 | 84.68±0.52 |