前：僅以歷史日期訓練的模型直接分類當日。後：歷史資料加上同日其餘 trial，對每一 test trial 獨立重建並 LOTO。CSP+LDA、FBCSP、EEGNet、Shallow 沒有來源模型，因此 Day 1 沒有「前」的點；兩個 Residual 來源為 34 位正常人 checkpoint。
| Subject | Day | Session | Method | Phase | Accuracy | Training trials |
|---|---|---|---|---|---|---|
| S1 | d1 | s1_1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 90.00% | 39 |
| S1 | d1 | s1_1 | CSP + shrinkage LDA | 後 (LOTO) | 85.00% | 39 |
| S1 | d1 | s1_1 | EEGNet scratch | 後 (LOTO) | 57.50% | 39 |
| S1 | d1 | s1_1 | FBCSP + shrinkage LDA | 後 (LOTO) | 80.00% | 39 |
| S1 | d1 | s1_1 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 77.50% | 39 |
| S1 | d1 | s1_1 | ShallowConvNet scratch | 後 (LOTO) | 62.50% | 39 |
| S1 | d2 | s1_2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 87.50% | 79 |
| S1 | d2 | s1_2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 50.00% | 40 |
| S1 | d2 | s1_2 | CSP + shrinkage LDA | 後 (LOTO) | 62.50% | 79 |
| S1 | d2 | s1_2 | CSP + shrinkage LDA | 前 | 50.00% | 40 |
| S1 | d2 | s1_2 | EEGNet scratch | 後 (LOTO) | 45.00% | 79 |
| S1 | d2 | s1_2 | EEGNet scratch | 前 | 60.00% | 40 |
| S1 | d2 | s1_2 | FBCSP + shrinkage LDA | 後 (LOTO) | 77.50% | 79 |
| S1 | d2 | s1_2 | FBCSP + shrinkage LDA | 前 | 55.00% | 40 |
| S1 | d2 | s1_2 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 77.50% | 79 |
| S1 | d2 | s1_2 | Residual-gated source34 (Frozen Wave) | 前 | 47.50% | 40 |
| S1 | d2 | s1_2 | ShallowConvNet scratch | 後 (LOTO) | 85.00% | 79 |
| S1 | d2 | s1_2 | ShallowConvNet scratch | 前 | 47.50% | 40 |
| S1 | d3 | s1_3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 92.50% | 119 |
| S1 | d3 | s1_3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 55.00% | 80 |
| S1 | d3 | s1_3 | CSP + shrinkage LDA | 後 (LOTO) | 92.50% | 119 |
| S1 | d3 | s1_3 | CSP + shrinkage LDA | 前 | 47.50% | 80 |
| S1 | d3 | s1_3 | EEGNet scratch | 後 (LOTO) | 42.50% | 119 |
| S1 | d3 | s1_3 | EEGNet scratch | 前 | 32.50% | 80 |
| S1 | d3 | s1_3 | FBCSP + shrinkage LDA | 後 (LOTO) | 87.50% | 119 |
| S1 | d3 | s1_3 | FBCSP + shrinkage LDA | 前 | 37.50% | 80 |
| S1 | d3 | s1_3 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 92.50% | 119 |
| S1 | d3 | s1_3 | Residual-gated source34 (Frozen Wave) | 前 | 42.50% | 80 |
| S1 | d3 | s1_3 | ShallowConvNet scratch | 後 (LOTO) | 92.50% | 119 |
| S1 | d3 | s1_3 | ShallowConvNet scratch | 前 | 47.50% | 80 |
| S1 | d4 | s1_4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 90.00% | 159 |
| S1 | d4 | s1_4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 57.50% | 120 |
| S1 | d4 | s1_4 | CSP + shrinkage LDA | 後 (LOTO) | 72.50% | 159 |
| S1 | d4 | s1_4 | CSP + shrinkage LDA | 前 | 50.00% | 120 |
| S1 | d4 | s1_4 | EEGNet scratch | 後 (LOTO) | 80.00% | 159 |
| S1 | d4 | s1_4 | EEGNet scratch | 前 | 47.50% | 120 |
| S1 | d4 | s1_4 | FBCSP + shrinkage LDA | 後 (LOTO) | 87.50% | 159 |
| S1 | d4 | s1_4 | FBCSP + shrinkage LDA | 前 | 65.00% | 120 |
| S1 | d4 | s1_4 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 92.50% | 159 |
| S1 | d4 | s1_4 | Residual-gated source34 (Frozen Wave) | 前 | 52.50% | 120 |
| S1 | d4 | s1_4 | ShallowConvNet scratch | 後 (LOTO) | 97.50% | 159 |
| S1 | d4 | s1_4 | ShallowConvNet scratch | 前 | 52.50% | 120 |
| S1 | d5 | s1_5 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 89.74% | 198 |
| S1 | d5 | s1_5 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 74.36% | 160 |
| S1 | d5 | s1_5 | CSP + shrinkage LDA | 後 (LOTO) | 64.10% | 198 |
| S1 | d5 | s1_5 | CSP + shrinkage LDA | 前 | 48.72% | 160 |
| S1 | d5 | s1_5 | EEGNet scratch | 後 (LOTO) | 66.67% | 198 |
| S1 | d5 | s1_5 | EEGNet scratch | 前 | 56.41% | 160 |
| S1 | d5 | s1_5 | FBCSP + shrinkage LDA | 後 (LOTO) | 76.92% | 198 |
| S1 | d5 | s1_5 | FBCSP + shrinkage LDA | 前 | 53.85% | 160 |
| S1 | d5 | s1_5 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 92.31% | 198 |
| S1 | d5 | s1_5 | Residual-gated source34 (Frozen Wave) | 前 | 84.62% | 160 |
| S1 | d5 | s1_5 | ShallowConvNet scratch | 後 (LOTO) | 100.00% | 198 |
| S1 | d5 | s1_5 | ShallowConvNet scratch | 前 | 48.72% | 160 |
| S2 | d1 | s2_1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 37.14% | 34 |
| S2 | d1 | s2_1 | CSP + shrinkage LDA | 後 (LOTO) | 51.43% | 34 |
| S2 | d1 | s2_1 | EEGNet scratch | 後 (LOTO) | 54.29% | 34 |
| S2 | d1 | s2_1 | FBCSP + shrinkage LDA | 後 (LOTO) | 60.00% | 34 |
| S2 | d1 | s2_1 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 31.43% | 34 |
| S2 | d1 | s2_1 | ShallowConvNet scratch | 後 (LOTO) | 65.71% | 34 |
| S2 | d2 | s2_2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 41.67% | 70 |
| S2 | d2 | s2_2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 41.67% | 35 |
| S2 | d2 | s2_2 | CSP + shrinkage LDA | 後 (LOTO) | 38.89% | 70 |
| S2 | d2 | s2_2 | CSP + shrinkage LDA | 前 | 36.11% | 35 |
| S2 | d2 | s2_2 | EEGNet scratch | 後 (LOTO) | 55.56% | 70 |
| S2 | d2 | s2_2 | EEGNet scratch | 前 | 52.78% | 35 |
| S2 | d2 | s2_2 | FBCSP + shrinkage LDA | 後 (LOTO) | 52.78% | 70 |
| S2 | d2 | s2_2 | FBCSP + shrinkage LDA | 前 | 44.44% | 35 |
| S2 | d2 | s2_2 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 41.67% | 70 |
| S2 | d2 | s2_2 | Residual-gated source34 (Frozen Wave) | 前 | 44.44% | 35 |
| S2 | d2 | s2_2 | ShallowConvNet scratch | 後 (LOTO) | 58.33% | 70 |
| S2 | d2 | s2_2 | ShallowConvNet scratch | 前 | 47.22% | 35 |
| S2 | d3 | s2_3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 45.16% | 101 |
| S2 | d3 | s2_3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 51.61% | 71 |
| S2 | d3 | s2_3 | CSP + shrinkage LDA | 後 (LOTO) | 54.84% | 101 |
| S2 | d3 | s2_3 | CSP + shrinkage LDA | 前 | 45.16% | 71 |
| S2 | d3 | s2_3 | EEGNet scratch | 後 (LOTO) | 41.94% | 101 |
| S2 | d3 | s2_3 | EEGNet scratch | 前 | 54.84% | 71 |
| S2 | d3 | s2_3 | FBCSP + shrinkage LDA | 後 (LOTO) | 58.06% | 101 |
| S2 | d3 | s2_3 | FBCSP + shrinkage LDA | 前 | 41.94% | 71 |
| S2 | d3 | s2_3 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 51.61% | 101 |
| S2 | d3 | s2_3 | Residual-gated source34 (Frozen Wave) | 前 | 48.39% | 71 |
| S2 | d3 | s2_3 | ShallowConvNet scratch | 後 (LOTO) | 51.61% | 101 |
| S2 | d3 | s2_3 | ShallowConvNet scratch | 前 | 54.84% | 71 |
| S2 | d4 | s2_4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 47.06% | 135 |
| S2 | d4 | s2_4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 41.18% | 102 |
| S2 | d4 | s2_4 | CSP + shrinkage LDA | 後 (LOTO) | 55.88% | 135 |
| S2 | d4 | s2_4 | CSP + shrinkage LDA | 前 | 70.59% | 102 |
| S2 | d4 | s2_4 | EEGNet scratch | 後 (LOTO) | 55.88% | 135 |
| S2 | d4 | s2_4 | EEGNet scratch | 前 | 50.00% | 102 |
| S2 | d4 | s2_4 | FBCSP + shrinkage LDA | 後 (LOTO) | 61.76% | 135 |
| S2 | d4 | s2_4 | FBCSP + shrinkage LDA | 前 | 58.82% | 102 |
| S2 | d4 | s2_4 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 44.12% | 135 |
| S2 | d4 | s2_4 | Residual-gated source34 (Frozen Wave) | 前 | 44.12% | 102 |
| S2 | d4 | s2_4 | ShallowConvNet scratch | 後 (LOTO) | 50.00% | 135 |
| S2 | d4 | s2_4 | ShallowConvNet scratch | 前 | 52.94% | 102 |