僅使用 s3、s4、s10、s11 的核准多日 Session；s8-1、s9-1 不做跨日。前：僅以歷史日期模型直接分類當日；Residual 在 Day 1 額外呈現 frozen source model + LOTO CSP context。後：歷史資料加上同日其餘 29 筆 trial，以 strict LOTO 個別重建。所有深度訓練都由 training data 切 validation，按 validation BACC early stopping。
| Subject | Day | Session | Method | Phase | Accuracy | Training trials |
|---|---|---|---|---|---|---|
| S10 | d1 | s10-1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 40.00% | 29 |
| S10 | d1 | s10-1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 43.33% | 29 |
| S10 | d1 | s10-1 | CSP + shrinkage LDA | 後 (LOTO) | 43.33% | 29 |
| S10 | d1 | s10-1 | EEGNet scratch | 後 (LOTO) | 53.33% | 29 |
| S10 | d1 | s10-1 | FBCSP + shrinkage LDA | 後 (LOTO) | 53.33% | 29 |
| S10 | d1 | s10-1 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 46.67% | 29 |
| S10 | d1 | s10-1 | Residual-gated source34 (Frozen Wave) | 前 | 36.67% | 29 |
| S10 | d1 | s10-1 | ShallowConvNet scratch | 後 (LOTO) | 50.00% | 29 |
| S10 | d2 | s10-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 46.67% | 59 |
| S10 | d2 | s10-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 30 |
| S10 | d2 | s10-2 | CSP + shrinkage LDA | 後 (LOTO) | 33.33% | 59 |
| S10 | d2 | s10-2 | CSP + shrinkage LDA | 前 | 43.33% | 30 |
| S10 | d2 | s10-2 | EEGNet scratch | 後 (LOTO) | 46.67% | 59 |
| S10 | d2 | s10-2 | EEGNet scratch | 前 | 60.00% | 30 |
| S10 | d2 | s10-2 | FBCSP + shrinkage LDA | 後 (LOTO) | 50.00% | 59 |
| S10 | d2 | s10-2 | FBCSP + shrinkage LDA | 前 | 56.67% | 30 |
| S10 | d2 | s10-2 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 73.33% | 59 |
| S10 | d2 | s10-2 | Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 30 |
| S10 | d2 | s10-2 | ShallowConvNet scratch | 後 (LOTO) | 56.67% | 59 |
| S10 | d2 | s10-2 | ShallowConvNet scratch | 前 | 43.33% | 30 |
| S10 | d3 | s10-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 56.67% | 89 |
| S10 | d3 | s10-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 60 |
| S10 | d3 | s10-4 | CSP + shrinkage LDA | 後 (LOTO) | 53.33% | 89 |
| S10 | d3 | s10-4 | CSP + shrinkage LDA | 前 | 63.33% | 60 |
| S10 | d3 | s10-4 | EEGNet scratch | 後 (LOTO) | 36.67% | 89 |
| S10 | d3 | s10-4 | EEGNet scratch | 前 | 46.67% | 60 |
| S10 | d3 | s10-4 | FBCSP + shrinkage LDA | 後 (LOTO) | 66.67% | 89 |
| S10 | d3 | s10-4 | FBCSP + shrinkage LDA | 前 | 63.33% | 60 |
| S10 | d3 | s10-4 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 60.00% | 89 |
| S10 | d3 | s10-4 | Residual-gated source34 (Frozen Wave) | 前 | 60.00% | 60 |
| S10 | d3 | s10-4 | ShallowConvNet scratch | 後 (LOTO) | 60.00% | 89 |
| S10 | d3 | s10-4 | ShallowConvNet scratch | 前 | 60.00% | 60 |
| S11 | d1 | s11-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 56.67% | 29 |
| S11 | d1 | s11-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 60.00% | 29 |
| S11 | d1 | s11-2 | CSP + shrinkage LDA | 後 (LOTO) | 66.67% | 29 |
| S11 | d1 | s11-2 | EEGNet scratch | 後 (LOTO) | 40.00% | 29 |
| S11 | d1 | s11-2 | FBCSP + shrinkage LDA | 後 (LOTO) | 66.67% | 29 |
| S11 | d1 | s11-2 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 46.67% | 29 |
| S11 | d1 | s11-2 | Residual-gated source34 (Frozen Wave) | 前 | 56.67% | 29 |
| S11 | d1 | s11-2 | ShallowConvNet scratch | 後 (LOTO) | 60.00% | 29 |
| S11 | d2 | s11-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 43.33% | 59 |
| S11 | d2 | s11-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 30 |
| S11 | d2 | s11-4 | CSP + shrinkage LDA | 後 (LOTO) | 56.67% | 59 |
| S11 | d2 | s11-4 | CSP + shrinkage LDA | 前 | 50.00% | 30 |
| S11 | d2 | s11-4 | EEGNet scratch | 後 (LOTO) | 43.33% | 59 |
| S11 | d2 | s11-4 | EEGNet scratch | 前 | 43.33% | 30 |
| S11 | d2 | s11-4 | FBCSP + shrinkage LDA | 後 (LOTO) | 56.67% | 59 |
| S11 | d2 | s11-4 | FBCSP + shrinkage LDA | 前 | 50.00% | 30 |
| S11 | d2 | s11-4 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 50.00% | 59 |
| S11 | d2 | s11-4 | Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 30 |
| S11 | d2 | s11-4 | ShallowConvNet scratch | 後 (LOTO) | 70.00% | 59 |
| S11 | d2 | s11-4 | ShallowConvNet scratch | 前 | 66.67% | 30 |
| S11 | d3 | s11-5 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 63.33% | 89 |
| S11 | d3 | s11-5 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 46.67% | 60 |
| S11 | d3 | s11-5 | CSP + shrinkage LDA | 後 (LOTO) | 40.00% | 89 |
| S11 | d3 | s11-5 | CSP + shrinkage LDA | 前 | 63.33% | 60 |
| S11 | d3 | s11-5 | EEGNet scratch | 後 (LOTO) | 63.33% | 89 |
| S11 | d3 | s11-5 | EEGNet scratch | 前 | 60.00% | 60 |
| S11 | d3 | s11-5 | FBCSP + shrinkage LDA | 後 (LOTO) | 63.33% | 89 |
| S11 | d3 | s11-5 | FBCSP + shrinkage LDA | 前 | 50.00% | 60 |
| S11 | d3 | s11-5 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 66.67% | 89 |
| S11 | d3 | s11-5 | Residual-gated source34 (Frozen Wave) | 前 | 50.00% | 60 |
| S11 | d3 | s11-5 | ShallowConvNet scratch | 後 (LOTO) | 53.33% | 89 |
| S11 | d3 | s11-5 | ShallowConvNet scratch | 前 | 46.67% | 60 |
| S3 | d1 | s3-1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 56.67% | 29 |
| S3 | d1 | s3-1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 43.33% | 29 |
| S3 | d1 | s3-1 | CSP + shrinkage LDA | 後 (LOTO) | 70.00% | 29 |
| S3 | d1 | s3-1 | EEGNet scratch | 後 (LOTO) | 43.33% | 29 |
| S3 | d1 | s3-1 | FBCSP + shrinkage LDA | 後 (LOTO) | 60.00% | 29 |
| S3 | d1 | s3-1 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 66.67% | 29 |
| S3 | d1 | s3-1 | Residual-gated source34 (Frozen Wave) | 前 | 56.67% | 29 |
| S3 | d1 | s3-1 | ShallowConvNet scratch | 後 (LOTO) | 66.67% | 29 |
| S3 | d2 | s3-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 66.67% | 59 |
| S3 | d2 | s3-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 30 |
| S3 | d2 | s3-2 | CSP + shrinkage LDA | 後 (LOTO) | 63.33% | 59 |
| S3 | d2 | s3-2 | CSP + shrinkage LDA | 前 | 50.00% | 30 |
| S3 | d2 | s3-2 | EEGNet scratch | 後 (LOTO) | 83.33% | 59 |
| S3 | d2 | s3-2 | EEGNet scratch | 前 | 50.00% | 30 |
| S3 | d2 | s3-2 | FBCSP + shrinkage LDA | 後 (LOTO) | 63.33% | 59 |
| S3 | d2 | s3-2 | FBCSP + shrinkage LDA | 前 | 56.67% | 30 |
| S3 | d2 | s3-2 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 66.67% | 59 |
| S3 | d2 | s3-2 | Residual-gated source34 (Frozen Wave) | 前 | 40.00% | 30 |
| S3 | d2 | s3-2 | ShallowConvNet scratch | 後 (LOTO) | 50.00% | 59 |
| S3 | d2 | s3-2 | ShallowConvNet scratch | 前 | 50.00% | 30 |
| S3 | d3 | s3-3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 50.00% | 89 |
| S3 | d3 | s3-3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 46.67% | 60 |
| S3 | d3 | s3-3 | CSP + shrinkage LDA | 後 (LOTO) | 33.33% | 89 |
| S3 | d3 | s3-3 | CSP + shrinkage LDA | 前 | 50.00% | 60 |
| S3 | d3 | s3-3 | EEGNet scratch | 後 (LOTO) | 53.33% | 89 |
| S3 | d3 | s3-3 | EEGNet scratch | 前 | 60.00% | 60 |
| S3 | d3 | s3-3 | FBCSP + shrinkage LDA | 後 (LOTO) | 33.33% | 89 |
| S3 | d3 | s3-3 | FBCSP + shrinkage LDA | 前 | 46.67% | 60 |
| S3 | d3 | s3-3 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 43.33% | 89 |
| S3 | d3 | s3-3 | Residual-gated source34 (Frozen Wave) | 前 | 56.67% | 60 |
| S3 | d3 | s3-3 | ShallowConvNet scratch | 後 (LOTO) | 36.67% | 89 |
| S3 | d3 | s3-3 | ShallowConvNet scratch | 前 | 63.33% | 60 |
| S3 | d4 | s3-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 56.67% | 119 |
| S3 | d4 | s3-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 43.33% | 90 |
| S3 | d4 | s3-4 | CSP + shrinkage LDA | 後 (LOTO) | 33.33% | 119 |
| S3 | d4 | s3-4 | CSP + shrinkage LDA | 前 | 50.00% | 90 |
| S3 | d4 | s3-4 | EEGNet scratch | 後 (LOTO) | 36.67% | 119 |
| S3 | d4 | s3-4 | EEGNet scratch | 前 | 40.00% | 90 |
| S3 | d4 | s3-4 | FBCSP + shrinkage LDA | 後 (LOTO) | 43.33% | 119 |
| S3 | d4 | s3-4 | FBCSP + shrinkage LDA | 前 | 53.33% | 90 |
| S3 | d4 | s3-4 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 50.00% | 119 |
| S3 | d4 | s3-4 | Residual-gated source34 (Frozen Wave) | 前 | 46.67% | 90 |
| S3 | d4 | s3-4 | ShallowConvNet scratch | 後 (LOTO) | 66.67% | 119 |
| S3 | d4 | s3-4 | ShallowConvNet scratch | 前 | 53.33% | 90 |
| S4 | d1 | s4-1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 60.00% | 29 |
| S4 | d1 | s4-1 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 46.67% | 29 |
| S4 | d1 | s4-1 | CSP + shrinkage LDA | 後 (LOTO) | 73.33% | 29 |
| S4 | d1 | s4-1 | EEGNet scratch | 後 (LOTO) | 33.33% | 29 |
| S4 | d1 | s4-1 | FBCSP + shrinkage LDA | 後 (LOTO) | 63.33% | 29 |
| S4 | d1 | s4-1 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 66.67% | 29 |
| S4 | d1 | s4-1 | Residual-gated source34 (Frozen Wave) | 前 | 40.00% | 29 |
| S4 | d1 | s4-1 | ShallowConvNet scratch | 後 (LOTO) | 56.67% | 29 |
| S4 | d2 | s4-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 70.00% | 59 |
| S4 | d2 | s4-2 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 73.33% | 30 |
| S4 | d2 | s4-2 | CSP + shrinkage LDA | 後 (LOTO) | 50.00% | 59 |
| S4 | d2 | s4-2 | CSP + shrinkage LDA | 前 | 50.00% | 30 |
| S4 | d2 | s4-2 | EEGNet scratch | 後 (LOTO) | 56.67% | 59 |
| S4 | d2 | s4-2 | EEGNet scratch | 前 | 50.00% | 30 |
| S4 | d2 | s4-2 | FBCSP + shrinkage LDA | 後 (LOTO) | 63.33% | 59 |
| S4 | d2 | s4-2 | FBCSP + shrinkage LDA | 前 | 50.00% | 30 |
| S4 | d2 | s4-2 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 70.00% | 59 |
| S4 | d2 | s4-2 | Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 30 |
| S4 | d2 | s4-2 | ShallowConvNet scratch | 後 (LOTO) | 73.33% | 59 |
| S4 | d2 | s4-2 | ShallowConvNet scratch | 前 | 46.67% | 30 |
| S4 | d3 | s4-3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 60.00% | 89 |
| S4 | d3 | s4-3 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 60.00% | 60 |
| S4 | d3 | s4-3 | CSP + shrinkage LDA | 後 (LOTO) | 60.00% | 89 |
| S4 | d3 | s4-3 | CSP + shrinkage LDA | 前 | 56.67% | 60 |
| S4 | d3 | s4-3 | EEGNet scratch | 後 (LOTO) | 63.33% | 89 |
| S4 | d3 | s4-3 | EEGNet scratch | 前 | 56.67% | 60 |
| S4 | d3 | s4-3 | FBCSP + shrinkage LDA | 後 (LOTO) | 53.33% | 89 |
| S4 | d3 | s4-3 | FBCSP + shrinkage LDA | 前 | 56.67% | 60 |
| S4 | d3 | s4-3 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 63.33% | 89 |
| S4 | d3 | s4-3 | Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 60 |
| S4 | d3 | s4-3 | ShallowConvNet scratch | 後 (LOTO) | 66.67% | 89 |
| S4 | d3 | s4-3 | ShallowConvNet scratch | 前 | 60.00% | 60 |
| S4 | d4 | s4-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 50.00% | 119 |
| S4 | d4 | s4-4 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 90 |
| S4 | d4 | s4-4 | CSP + shrinkage LDA | 後 (LOTO) | 70.00% | 119 |
| S4 | d4 | s4-4 | CSP + shrinkage LDA | 前 | 63.33% | 90 |
| S4 | d4 | s4-4 | EEGNet scratch | 後 (LOTO) | 43.33% | 119 |
| S4 | d4 | s4-4 | EEGNet scratch | 前 | 50.00% | 90 |
| S4 | d4 | s4-4 | FBCSP + shrinkage LDA | 後 (LOTO) | 66.67% | 119 |
| S4 | d4 | s4-4 | FBCSP + shrinkage LDA | 前 | 50.00% | 90 |
| S4 | d4 | s4-4 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 60.00% | 119 |
| S4 | d4 | s4-4 | Residual-gated source34 (Frozen Wave) | 前 | 53.33% | 90 |
| S4 | d4 | s4-4 | ShallowConvNet scratch | 後 (LOTO) | 70.00% | 119 |
| S4 | d4 | s4-4 | ShallowConvNet scratch | 前 | 60.00% | 90 |
| S4 | d5 | s4-5 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 73.33% | 149 |
| S4 | d5 | s4-5 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 73.33% | 120 |
| S4 | d5 | s4-5 | CSP + shrinkage LDA | 後 (LOTO) | 76.67% | 149 |
| S4 | d5 | s4-5 | CSP + shrinkage LDA | 前 | 66.67% | 120 |
| S4 | d5 | s4-5 | EEGNet scratch | 後 (LOTO) | 66.67% | 149 |
| S4 | d5 | s4-5 | EEGNet scratch | 前 | 60.00% | 120 |
| S4 | d5 | s4-5 | FBCSP + shrinkage LDA | 後 (LOTO) | 76.67% | 149 |
| S4 | d5 | s4-5 | FBCSP + shrinkage LDA | 前 | 60.00% | 120 |
| S4 | d5 | s4-5 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 83.33% | 149 |
| S4 | d5 | s4-5 | Residual-gated source34 (Frozen Wave) | 前 | 70.00% | 120 |
| S4 | d5 | s4-5 | ShallowConvNet scratch | 後 (LOTO) | 93.33% | 149 |
| S4 | d5 | s4-5 | ShallowConvNet scratch | 前 | 80.00% | 120 |
| S4 | d6 | s4-6 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 83.33% | 179 |
| S4 | d6 | s4-6 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 80.00% | 150 |
| S4 | d6 | s4-6 | CSP + shrinkage LDA | 後 (LOTO) | 63.33% | 179 |
| S4 | d6 | s4-6 | CSP + shrinkage LDA | 前 | 53.33% | 150 |
| S4 | d6 | s4-6 | EEGNet scratch | 後 (LOTO) | 66.67% | 179 |
| S4 | d6 | s4-6 | EEGNet scratch | 前 | 36.67% | 150 |
| S4 | d6 | s4-6 | FBCSP + shrinkage LDA | 後 (LOTO) | 73.33% | 179 |
| S4 | d6 | s4-6 | FBCSP + shrinkage LDA | 前 | 63.33% | 150 |
| S4 | d6 | s4-6 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 86.67% | 179 |
| S4 | d6 | s4-6 | Residual-gated source34 (Frozen Wave) | 前 | 76.67% | 150 |
| S4 | d6 | s4-6 | ShallowConvNet scratch | 後 (LOTO) | 90.00% | 179 |
| S4 | d6 | s4-6 | ShallowConvNet scratch | 前 | 83.33% | 150 |
| S4 | d7 | s4-7 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 86.67% | 209 |
| S4 | d7 | s4-7 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 90.00% | 180 |
| S4 | d7 | s4-7 | CSP + shrinkage LDA | 後 (LOTO) | 86.67% | 209 |
| S4 | d7 | s4-7 | CSP + shrinkage LDA | 前 | 70.00% | 180 |
| S4 | d7 | s4-7 | EEGNet scratch | 後 (LOTO) | 80.00% | 209 |
| S4 | d7 | s4-7 | EEGNet scratch | 前 | 70.00% | 180 |
| S4 | d7 | s4-7 | FBCSP + shrinkage LDA | 後 (LOTO) | 86.67% | 209 |
| S4 | d7 | s4-7 | FBCSP + shrinkage LDA | 前 | 76.67% | 180 |
| S4 | d7 | s4-7 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 93.33% | 209 |
| S4 | d7 | s4-7 | Residual-gated source34 (Frozen Wave) | 前 | 93.33% | 180 |
| S4 | d7 | s4-7 | ShallowConvNet scratch | 後 (LOTO) | 93.33% | 209 |
| S4 | d7 | s4-7 | ShallowConvNet scratch | 前 | 96.67% | 180 |
| S4 | d8 | s4-8 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 83.33% | 239 |
| S4 | d8 | s4-8 | Adaptive-meta Residual-gated source34 (Frozen Wave) | 前 | 80.00% | 210 |
| S4 | d8 | s4-8 | CSP + shrinkage LDA | 後 (LOTO) | 76.67% | 239 |
| S4 | d8 | s4-8 | CSP + shrinkage LDA | 前 | 63.33% | 210 |
| S4 | d8 | s4-8 | EEGNet scratch | 後 (LOTO) | 70.00% | 239 |
| S4 | d8 | s4-8 | EEGNet scratch | 前 | 73.33% | 210 |
| S4 | d8 | s4-8 | FBCSP + shrinkage LDA | 後 (LOTO) | 83.33% | 239 |
| S4 | d8 | s4-8 | FBCSP + shrinkage LDA | 前 | 60.00% | 210 |
| S4 | d8 | s4-8 | Residual-gated source34 (Frozen Wave) | 後 (LOTO) | 76.67% | 239 |
| S4 | d8 | s4-8 | Residual-gated source34 (Frozen Wave) | 前 | 66.67% | 210 |
| S4 | d8 | s4-8 | ShallowConvNet scratch | 後 (LOTO) | 90.00% | 239 |
| S4 | d8 | s4-8 | ShallowConvNet scratch | 前 | 83.33% | 210 |