TCH1 僅使用核准的 20 個 Session;不使用 ASR/ICA。所有資料以 1–40 Hz zero-phase SOS IIR、200 Hz、trial/channel Z-score 處理。正常人與中風為 32 通道資料取 8 通道、0–2 秒;TCH1 取原始 epoch 的 0–2 秒。每個 unit 固定 15 Left + 15 Right LOTO。跨日只使用 s3、s4、s10、s11,s8-1/s9-1 不納入。
| Method | 正常人 (n=10) | 中風 (n=5) | TCH1 (n=20) |
|---|---|---|---|
| Adaptive-meta Residual-gated | 55.67% ± 12.07% | 70.00% ± 15.09% | 62.50% ± 17.77% |
| Residual-gated | 56.33% ± 12.91% | 78.00% ± 13.86% | 63.00% ± 16.47% |
| FBCSP + shrinkage LDA | 54.67% ± 14.59% | 60.00% ± 25.71% | 66.33% ± 16.40% |
| CSP + shrinkage LDA | 53.00% ± 16.74% | 67.33% ± 18.77% | 62.67% ± 19.00% |
| EEGNet scratch | 54.00% ± 11.31% | 65.33% ± 10.95% | 51.83% ± 12.49% |
| ShallowConvNet scratch | 52.67% ± 10.40% | 61.33% ± 16.93% | 61.33% ± 15.39% |
主基準含每個方法各自的 TCH1 Session 表格與 Mean;跨日頁面則呈現每位受試者在各日當日 fine-tune 前/後的 LOTO 折線圖。