8通道 EEGNet／ShallowConvNet／Support-CSP 統一比較
中榮 ASR cutoff 10、事件後 2–4 秒；32通道設備的正常人／中風患者取共同8通道、事件後 0–2 秒。
共同條件：Fp1、Fp2、Fz、C3、C4、Pz、O1、O2，200 Hz，1–40 Hz zero-phase SOS IIR，trial/channel Z-score；outer stratified 5-fold，outer-train 再切 inner validation。Support-CSP 三組均載入同一個 sub16–sub49（34人）來源模型。
解讀限制：正常人與患者的 unit 是受試者；中榮的 unit 是 9 個日次 session，實際只來自 2 位受試者。因此中榮 mean±STD 與 paired p-value 只能視為 session-level 探索，不能當成 9 位獨立受試者的群體推論。
結果判讀
- 正常人低 Trial 是本次最明確的 Support-CSP 優勢：59.94% 對 Shallow 54.76%，平均 +5.18 pp；10 人中 8 人改善，bootstrap 95% CI [2.06, 8.74] pp，Holm p=0.0273。
- 正常人 all-trial、患者 all-trial 只有小幅差：Support-CSP 分別比 Shallow 高 0.81 與 0.99 pp，配對 CI 都跨 0，不能主張穩定提升。
- 患者與中榮低 Trial 不支持來源模型轉移：Support-CSP 分別比 Shallow 低 0.76 與 1.98 pp。
- 中榮的主要限制是受試者差異：all-trial Shallow 在 s1 的跨日平均為 76.17%，s2 僅 53.58%。因此 session-level 的約 66% 不能解讀成兩位受試者都穩定可分類。
群組摘要
| 資料 |
Trial設定 |
模型 |
units |
Accuracy mean±STD |
Balanced accuracy |
| 正常人 |
12 Left + 12 Right |
EEGNet |
10 |
55.62% ± 7.64% |
55.70% |
| 正常人 |
12 Left + 12 Right |
ShallowConvNet |
10 |
54.76% ± 9.80% |
55.47% |
| 正常人 |
12 Left + 12 Right |
Support-CSP episodic |
10 |
59.94% ± 9.92% |
60.90% |
| 正常人 |
All trials |
EEGNet |
10 |
64.89% ± 13.29% |
64.90% |
| 正常人 |
All trials |
ShallowConvNet |
10 |
71.67% ± 16.14% |
71.67% |
| 正常人 |
All trials |
Support-CSP episodic |
10 |
72.48% ± 13.52% |
72.46% |
| 中風患者 |
12 Left + 12 Right |
EEGNet |
5 |
60.52% ± 8.16% |
60.40% |
| 中風患者 |
12 Left + 12 Right |
ShallowConvNet |
5 |
68.80% ± 16.66% |
68.47% |
| 中風患者 |
12 Left + 12 Right |
Support-CSP episodic |
5 |
68.04% ± 14.64% |
68.20% |
| 中風患者 |
All trials |
EEGNet |
5 |
76.04% ± 15.77% |
75.98% |
| 中風患者 |
All trials |
ShallowConvNet |
5 |
81.22% ± 17.83% |
81.15% |
| 中風患者 |
All trials |
Support-CSP episodic |
5 |
82.21% ± 16.62% |
82.16% |
| 中榮 |
12 Left + 12 Right |
EEGNet |
9 |
59.36% ± 12.92% |
59.37% |
| 中榮 |
12 Left + 12 Right |
ShallowConvNet |
9 |
67.07% ± 15.36% |
67.44% |
| 中榮 |
12 Left + 12 Right |
Support-CSP episodic |
9 |
65.09% ± 16.65% |
65.48% |
| 中榮 |
All trials |
EEGNet |
9 |
61.97% ± 11.79% |
61.98% |
| 中榮 |
All trials |
ShallowConvNet |
9 |
66.13% ± 14.73% |
66.05% |
| 中榮 |
All trials |
Support-CSP episodic |
9 |
66.27% ± 15.44% |
66.33% |
中榮 subject-balanced 摘要
先在 s1／s2 各自平均不同日次，再對兩位受試者摘要；樣本數只有 2，僅描述、不做群體顯著性推論。
| Trial設定 |
模型 |
subjects |
Subject-balanced accuracy |
| 12 Left + 12 Right |
EEGNet |
2 |
58.20% ± 14.71% |
| 12 Left + 12 Right |
ShallowConvNet |
2 |
65.79% ± 16.31% |
| 12 Left + 12 Right |
Support-CSP episodic |
2 |
63.44% ± 20.92% |
| All trials |
EEGNet |
2 |
60.92% ± 13.27% |
| All trials |
ShallowConvNet |
2 |
64.87% ± 15.97% |
| All trials |
Support-CSP episodic |
2 |
64.93% ± 17.07% |
| Trial設定 |
subject_id |
sessions |
模型 |
Accuracy |
| 12 Left + 12 Right |
s1 |
5 |
EEGNet |
68.60% |
| 12 Left + 12 Right |
s1 |
5 |
ShallowConvNet |
77.32% |
| 12 Left + 12 Right |
s1 |
5 |
Support-CSP episodic |
78.24% |
| 12 Left + 12 Right |
s2 |
4 |
EEGNet |
47.80% |
| 12 Left + 12 Right |
s2 |
4 |
ShallowConvNet |
54.25% |
| 12 Left + 12 Right |
s2 |
4 |
Support-CSP episodic |
48.65% |
| All trials |
s1 |
5 |
EEGNet |
70.31% |
| All trials |
s1 |
5 |
ShallowConvNet |
76.17% |
| All trials |
s1 |
5 |
Support-CSP episodic |
77.00% |
| All trials |
s2 |
4 |
EEGNet |
51.54% |
| All trials |
s2 |
4 |
ShallowConvNet |
53.58% |
| All trials |
s2 |
4 |
Support-CSP episodic |
52.86% |
中榮 s1 各日結果
| model_label |
Trial設定 |
日次 |
日期 |
EEGNet |
ShallowConvNet |
Support-CSP |
|
All trials |
s1_1 |
2026-06-15 |
65.00% |
61.67% |
70.00% |
|
All trials |
s1_2 |
2026-06-17 |
62.50% |
85.00% |
80.83% |
|
All trials |
s1_3 |
2026-06-22 |
70.83% |
68.33% |
69.17% |
|
All trials |
s1_4 |
2026-06-24 |
79.17% |
75.83% |
78.33% |
|
All trials |
s1_5 |
2026-07-01 |
74.05% |
90.00% |
86.67% |
|
12 Left + 12 Right |
s1_1 |
2026-06-15 |
62.00% |
67.20% |
75.80% |
|
12 Left + 12 Right |
s1_2 |
2026-06-17 |
61.00% |
86.80% |
83.00% |
|
12 Left + 12 Right |
s1_3 |
2026-06-22 |
64.80% |
66.20% |
74.40% |
|
12 Left + 12 Right |
s1_4 |
2026-06-24 |
78.20% |
72.20% |
72.40% |
|
12 Left + 12 Right |
s1_5 |
2026-07-01 |
77.00% |
94.20% |
85.60% |
中榮 s2 各日結果
| model_label |
Trial設定 |
日次 |
日期 |
EEGNet |
ShallowConvNet |
Support-CSP |
|
All trials |
s2_1 |
2026-06-24 |
55.24% |
47.62% |
36.19% |
|
All trials |
s2_2 |
2026-07-01 |
52.98% |
53.69% |
60.00% |
|
All trials |
s2_3 |
2026-07-03 |
41.27% |
58.41% |
54.76% |
|
All trials |
s2_4 |
2026-07-06 |
56.67% |
54.60% |
60.48% |
|
12 Left + 12 Right |
s2_1 |
2026-06-24 |
55.80% |
55.60% |
39.00% |
|
12 Left + 12 Right |
s2_2 |
2026-07-01 |
47.40% |
48.00% |
53.20% |
|
12 Left + 12 Right |
s2_3 |
2026-07-03 |
45.20% |
53.20% |
48.60% |
|
12 Left + 12 Right |
s2_4 |
2026-07-06 |
42.80% |
60.20% |
53.80% |
個體／日次趨勢
模型配對差異
平均差與 bootstrap CI 以 unit-level accuracy 計算；同一資料組與 Trial 設定內的兩項 planned comparisons 使用 Holm correction。
| 資料 |
Trial設定 |
比較 |
平均差 |
95% CI |
改善unit |
Holm p |
| 正常人 |
All trials |
Support-CSP episodic - ShallowConvNet |
0.81% |
[-1.90, 3.42] pp |
6/10 |
0.6250 |
| 正常人 |
All trials |
ShallowConvNet - EEGNet |
6.78% |
[2.76, 11.42] pp |
9/10 |
0.0195 |
| 正常人 |
12 Left + 12 Right |
Support-CSP episodic - ShallowConvNet |
5.18% |
[2.06, 8.74] pp |
8/10 |
0.0273 |
| 正常人 |
12 Left + 12 Right |
ShallowConvNet - EEGNet |
-0.86% |
[-4.94, 2.78] pp |
5/10 |
0.8457 |
| 中風患者 |
All trials |
Support-CSP episodic - ShallowConvNet |
0.99% |
[-0.88, 3.30] pp |
3/5 |
0.6250 |
| 中風患者 |
All trials |
ShallowConvNet - EEGNet |
5.17% |
[2.39, 8.09] pp |
5/5 |
0.1250 |
| 中風患者 |
12 Left + 12 Right |
Support-CSP episodic - ShallowConvNet |
-0.76% |
[-3.60, 2.40] pp |
1/5 |
0.8750 |
| 中風患者 |
12 Left + 12 Right |
ShallowConvNet - EEGNet |
8.28% |
[-4.92, 20.00] pp |
3/5 |
0.8750 |
| 中榮 |
All trials |
Support-CSP episodic - ShallowConvNet |
0.14% |
[-3.90, 3.92] pp |
5/9 |
1.0000 |
| 中榮 |
All trials |
ShallowConvNet - EEGNet |
4.16% |
[-2.13, 11.34] pp |
4/9 |
1.0000 |
| 中榮 |
12 Left + 12 Right |
Support-CSP episodic - ShallowConvNet |
-1.98% |
[-7.29, 3.00] pp |
4/9 |
0.6523 |
| 中榮 |
12 Left + 12 Right |
ShallowConvNet - EEGNet |
7.71% |
[1.51, 14.38] pp |
7/9 |
0.1094 |
完整 unit 摘要
| 資料 |
Trial設定 |
unit_id |
模型 |
runs |
Accuracy |
Balanced accuracy |
| 正常人 |
12 Left + 12 Right |
sub1 |
EEGNet |
25 |
69.60% |
70.33% |
| 正常人 |
12 Left + 12 Right |
sub1 |
ShallowConvNet |
25 |
74.80% |
75.33% |
| 正常人 |
12 Left + 12 Right |
sub1 |
Support-CSP episodic |
25 |
80.20% |
81.67% |
| 正常人 |
12 Left + 12 Right |
sub10 |
EEGNet |
25 |
53.60% |
55.00% |
| 正常人 |
12 Left + 12 Right |
sub10 |
ShallowConvNet |
25 |
54.60% |
55.33% |
| 正常人 |
12 Left + 12 Right |
sub10 |
Support-CSP episodic |
25 |
56.00% |
56.67% |
| 正常人 |
12 Left + 12 Right |
sub11 |
EEGNet |
25 |
66.60% |
66.67% |
| 正常人 |
12 Left + 12 Right |
sub11 |
ShallowConvNet |
25 |
63.00% |
63.33% |
| 正常人 |
12 Left + 12 Right |
sub11 |
Support-CSP episodic |
25 |
66.40% |
66.33% |
| 正常人 |
12 Left + 12 Right |
sub12 |
EEGNet |
25 |
47.40% |
47.00% |
| 正常人 |
12 Left + 12 Right |
sub12 |
ShallowConvNet |
25 |
56.20% |
58.00% |
| 正常人 |
12 Left + 12 Right |
sub12 |
Support-CSP episodic |
25 |
64.20% |
65.67% |
| 正常人 |
12 Left + 12 Right |
sub13 |
EEGNet |
25 |
53.60% |
54.00% |
| 正常人 |
12 Left + 12 Right |
sub13 |
ShallowConvNet |
25 |
49.60% |
52.33% |
| 正常人 |
12 Left + 12 Right |
sub13 |
Support-CSP episodic |
25 |
56.00% |
58.00% |
| 正常人 |
12 Left + 12 Right |
sub14 |
EEGNet |
25 |
50.80% |
50.33% |
| 正常人 |
12 Left + 12 Right |
sub14 |
ShallowConvNet |
25 |
46.80% |
47.00% |
| 正常人 |
12 Left + 12 Right |
sub14 |
Support-CSP episodic |
25 |
44.80% |
45.67% |
| 正常人 |
12 Left + 12 Right |
sub15 |
EEGNet |
25 |
46.60% |
45.33% |
| 正常人 |
12 Left + 12 Right |
sub15 |
ShallowConvNet |
25 |
47.20% |
48.33% |
| 正常人 |
12 Left + 12 Right |
sub15 |
Support-CSP episodic |
25 |
51.60% |
52.33% |
| 正常人 |
12 Left + 12 Right |
sub2 |
EEGNet |
25 |
52.80% |
53.00% |
| 正常人 |
12 Left + 12 Right |
sub2 |
ShallowConvNet |
25 |
56.40% |
56.33% |
| 正常人 |
12 Left + 12 Right |
sub2 |
Support-CSP episodic |
25 |
55.00% |
55.67% |
| 正常人 |
12 Left + 12 Right |
sub3 |
EEGNet |
25 |
60.20% |
60.00% |
| 正常人 |
12 Left + 12 Right |
sub3 |
ShallowConvNet |
25 |
59.20% |
57.67% |
| 正常人 |
12 Left + 12 Right |
sub3 |
Support-CSP episodic |
25 |
67.40% |
67.33% |
| 正常人 |
12 Left + 12 Right |
sub9 |
EEGNet |
25 |
55.00% |
55.33% |
| 正常人 |
12 Left + 12 Right |
sub9 |
ShallowConvNet |
25 |
39.80% |
41.00% |
| 正常人 |
12 Left + 12 Right |
sub9 |
Support-CSP episodic |
25 |
57.80% |
59.67% |
| 正常人 |
All trials |
sub1 |
EEGNet |
15 |
85.58% |
85.58% |
| 正常人 |
All trials |
sub1 |
ShallowConvNet |
15 |
91.00% |
91.05% |
| 正常人 |
All trials |
sub1 |
Support-CSP episodic |
15 |
91.32% |
91.27% |
| 正常人 |
All trials |
sub10 |
EEGNet |
15 |
71.83% |
71.83% |
| 正常人 |
All trials |
sub10 |
ShallowConvNet |
15 |
76.83% |
76.83% |
| 正常人 |
All trials |
sub10 |
Support-CSP episodic |
15 |
76.50% |
76.50% |
| 正常人 |
All trials |
sub11 |
EEGNet |
15 |
86.00% |
86.00% |
| 正常人 |
All trials |
sub11 |
ShallowConvNet |
15 |
93.67% |
93.67% |
| 正常人 |
All trials |
sub11 |
Support-CSP episodic |
15 |
89.67% |
89.67% |
| 正常人 |
All trials |
sub12 |
EEGNet |
15 |
60.04% |
60.06% |
| 正常人 |
All trials |
sub12 |
ShallowConvNet |
15 |
77.30% |
77.29% |
| 正常人 |
All trials |
sub12 |
Support-CSP episodic |
15 |
80.72% |
80.69% |
| 正常人 |
All trials |
sub13 |
EEGNet |
15 |
70.33% |
70.33% |
| 正常人 |
All trials |
sub13 |
ShallowConvNet |
15 |
74.33% |
74.33% |
| 正常人 |
All trials |
sub13 |
Support-CSP episodic |
15 |
76.67% |
76.67% |
| 正常人 |
All trials |
sub14 |
EEGNet |
15 |
50.17% |
50.17% |
| 正常人 |
All trials |
sub14 |
ShallowConvNet |
15 |
47.17% |
47.17% |
| 正常人 |
All trials |
sub14 |
Support-CSP episodic |
15 |
54.67% |
54.67% |
| 正常人 |
All trials |
sub15 |
EEGNet |
15 |
50.57% |
50.58% |
| 正常人 |
All trials |
sub15 |
ShallowConvNet |
15 |
58.07% |
57.97% |
| 正常人 |
All trials |
sub15 |
Support-CSP episodic |
15 |
55.76% |
55.69% |
| 正常人 |
All trials |
sub2 |
EEGNet |
15 |
57.78% |
57.79% |
| 正常人 |
All trials |
sub2 |
ShallowConvNet |
15 |
59.57% |
59.61% |
| 正常人 |
All trials |
sub2 |
Support-CSP episodic |
15 |
61.59% |
61.60% |
| 正常人 |
All trials |
sub3 |
EEGNet |
15 |
63.50% |
63.50% |
| 正常人 |
All trials |
sub3 |
ShallowConvNet |
15 |
84.83% |
84.83% |
| 正常人 |
All trials |
sub3 |
Support-CSP episodic |
15 |
77.67% |
77.67% |
| 正常人 |
All trials |
sub9 |
EEGNet |
15 |
53.05% |
53.11% |
| 正常人 |
All trials |
sub9 |
ShallowConvNet |
15 |
53.91% |
53.93% |
| 正常人 |
All trials |
sub9 |
Support-CSP episodic |
15 |
60.20% |
60.17% |
| 中風患者 |
12 Left + 12 Right |
pat1 |
EEGNet |
25 |
70.80% |
70.00% |
| 中風患者 |
12 Left + 12 Right |
pat1 |
ShallowConvNet |
25 |
57.00% |
57.33% |
| 中風患者 |
12 Left + 12 Right |
pat1 |
Support-CSP episodic |
25 |
62.20% |
63.67% |
| 中風患者 |
12 Left + 12 Right |
pat2 |
EEGNet |
25 |
65.20% |
65.67% |
| 中風患者 |
12 Left + 12 Right |
pat2 |
ShallowConvNet |
25 |
91.60% |
92.00% |
| 中風患者 |
12 Left + 12 Right |
pat2 |
Support-CSP episodic |
25 |
88.20% |
88.00% |
| 中風患者 |
12 Left + 12 Right |
pat3 |
EEGNet |
25 |
49.40% |
48.00% |
| 中風患者 |
12 Left + 12 Right |
pat3 |
ShallowConvNet |
25 |
48.60% |
48.33% |
| 中風患者 |
12 Left + 12 Right |
pat3 |
Support-CSP episodic |
25 |
48.40% |
48.33% |
| 中風患者 |
12 Left + 12 Right |
pat4 |
EEGNet |
25 |
60.60% |
60.67% |
| 中風患者 |
12 Left + 12 Right |
pat4 |
ShallowConvNet |
25 |
72.60% |
71.00% |
| 中風患者 |
12 Left + 12 Right |
pat4 |
Support-CSP episodic |
25 |
67.80% |
68.33% |
| 中風患者 |
12 Left + 12 Right |
pat5 |
EEGNet |
25 |
56.60% |
57.67% |
| 中風患者 |
12 Left + 12 Right |
pat5 |
ShallowConvNet |
25 |
74.20% |
73.67% |
| 中風患者 |
12 Left + 12 Right |
pat5 |
Support-CSP episodic |
25 |
73.60% |
72.67% |
| 中風患者 |
All trials |
pat1 |
EEGNet |
15 |
77.78% |
77.78% |
| 中風患者 |
All trials |
pat1 |
ShallowConvNet |
15 |
78.16% |
78.17% |
| 中風患者 |
All trials |
pat1 |
Support-CSP episodic |
15 |
83.40% |
83.40% |
| 中風患者 |
All trials |
pat2 |
EEGNet |
15 |
88.42% |
88.44% |
| 中風患者 |
All trials |
pat2 |
ShallowConvNet |
15 |
96.53% |
96.41% |
| 中風患者 |
All trials |
pat2 |
Support-CSP episodic |
15 |
95.77% |
95.57% |
| 中風患者 |
All trials |
pat3 |
EEGNet |
15 |
48.76% |
48.38% |
| 中風患者 |
All trials |
pat3 |
ShallowConvNet |
15 |
52.19% |
51.88% |
| 中風患者 |
All trials |
pat3 |
Support-CSP episodic |
15 |
53.90% |
53.76% |
| 中風患者 |
All trials |
pat4 |
EEGNet |
15 |
84.65% |
84.65% |
| 中風患者 |
All trials |
pat4 |
ShallowConvNet |
15 |
94.30% |
94.27% |
| 中風患者 |
All trials |
pat4 |
Support-CSP episodic |
15 |
92.67% |
92.60% |
| 中風患者 |
All trials |
pat5 |
EEGNet |
15 |
80.59% |
80.65% |
| 中風患者 |
All trials |
pat5 |
ShallowConvNet |
15 |
84.90% |
85.01% |
| 中風患者 |
All trials |
pat5 |
Support-CSP episodic |
15 |
85.29% |
85.48% |
| 中榮 |
12 Left + 12 Right |
s1_1 |
EEGNet |
25 |
62.00% |
61.00% |
| 中榮 |
12 Left + 12 Right |
s1_1 |
ShallowConvNet |
25 |
67.20% |
68.33% |
| 中榮 |
12 Left + 12 Right |
s1_1 |
Support-CSP episodic |
25 |
75.80% |
75.33% |
| 中榮 |
12 Left + 12 Right |
s1_2 |
EEGNet |
25 |
61.00% |
61.67% |
| 中榮 |
12 Left + 12 Right |
s1_2 |
ShallowConvNet |
25 |
86.80% |
88.33% |
| 中榮 |
12 Left + 12 Right |
s1_2 |
Support-CSP episodic |
25 |
83.00% |
83.67% |
| 中榮 |
12 Left + 12 Right |
s1_3 |
EEGNet |
25 |
64.80% |
63.33% |
| 中榮 |
12 Left + 12 Right |
s1_3 |
ShallowConvNet |
25 |
66.20% |
65.67% |
| 中榮 |
12 Left + 12 Right |
s1_3 |
Support-CSP episodic |
25 |
74.40% |
75.33% |
| 中榮 |
12 Left + 12 Right |
s1_4 |
EEGNet |
25 |
78.20% |
78.67% |
| 中榮 |
12 Left + 12 Right |
s1_4 |
ShallowConvNet |
25 |
72.20% |
73.67% |
| 中榮 |
12 Left + 12 Right |
s1_4 |
Support-CSP episodic |
25 |
72.40% |
72.33% |
| 中榮 |
12 Left + 12 Right |
s1_5 |
EEGNet |
25 |
77.00% |
77.33% |
| 中榮 |
12 Left + 12 Right |
s1_5 |
ShallowConvNet |
25 |
94.20% |
93.67% |
| 中榮 |
12 Left + 12 Right |
s1_5 |
Support-CSP episodic |
25 |
85.60% |
85.00% |
| 中榮 |
12 Left + 12 Right |
s2_1 |
EEGNet |
25 |
55.80% |
55.33% |
| 中榮 |
12 Left + 12 Right |
s2_1 |
ShallowConvNet |
25 |
55.60% |
58.00% |
| 中榮 |
12 Left + 12 Right |
s2_1 |
Support-CSP episodic |
25 |
39.00% |
40.67% |
| 中榮 |
12 Left + 12 Right |
s2_2 |
EEGNet |
25 |
47.40% |
48.00% |
| 中榮 |
12 Left + 12 Right |
s2_2 |
ShallowConvNet |
25 |
48.00% |
48.67% |
| 中榮 |
12 Left + 12 Right |
s2_2 |
Support-CSP episodic |
25 |
53.20% |
54.00% |
| 中榮 |
12 Left + 12 Right |
s2_3 |
EEGNet |
25 |
45.20% |
45.00% |
| 中榮 |
12 Left + 12 Right |
s2_3 |
ShallowConvNet |
25 |
53.20% |
52.00% |
| 中榮 |
12 Left + 12 Right |
s2_3 |
Support-CSP episodic |
25 |
48.60% |
49.33% |
| 中榮 |
12 Left + 12 Right |
s2_4 |
EEGNet |
25 |
42.80% |
44.00% |
| 中榮 |
12 Left + 12 Right |
s2_4 |
ShallowConvNet |
25 |
60.20% |
58.67% |
| 中榮 |
12 Left + 12 Right |
s2_4 |
Support-CSP episodic |
25 |
53.80% |
53.67% |
| 中榮 |
All trials |
s1_1 |
EEGNet |
15 |
65.00% |
65.00% |
| 中榮 |
All trials |
s1_1 |
ShallowConvNet |
15 |
61.67% |
61.67% |
| 中榮 |
All trials |
s1_1 |
Support-CSP episodic |
15 |
70.00% |
70.00% |
| 中榮 |
All trials |
s1_2 |
EEGNet |
15 |
62.50% |
62.50% |
| 中榮 |
All trials |
s1_2 |
ShallowConvNet |
15 |
85.00% |
85.00% |
| 中榮 |
All trials |
s1_2 |
Support-CSP episodic |
15 |
80.83% |
80.83% |
| 中榮 |
All trials |
s1_3 |
EEGNet |
15 |
70.83% |
70.83% |
| 中榮 |
All trials |
s1_3 |
ShallowConvNet |
15 |
68.33% |
68.33% |
| 中榮 |
All trials |
s1_3 |
Support-CSP episodic |
15 |
69.17% |
69.17% |
| 中榮 |
All trials |
s1_4 |
EEGNet |
15 |
79.17% |
79.17% |
| 中榮 |
All trials |
s1_4 |
ShallowConvNet |
15 |
75.83% |
75.83% |
| 中榮 |
All trials |
s1_4 |
Support-CSP episodic |
15 |
78.33% |
78.33% |
| 中榮 |
All trials |
s1_5 |
EEGNet |
15 |
74.05% |
73.33% |
| 中榮 |
All trials |
s1_5 |
ShallowConvNet |
15 |
90.00% |
90.00% |
| 中榮 |
All trials |
s1_5 |
Support-CSP episodic |
15 |
86.67% |
86.67% |
| 中榮 |
All trials |
s2_1 |
EEGNet |
15 |
55.24% |
56.11% |
| 中榮 |
All trials |
s2_1 |
ShallowConvNet |
15 |
47.62% |
46.94% |
| 中榮 |
All trials |
s2_1 |
Support-CSP episodic |
15 |
36.19% |
36.94% |
| 中榮 |
All trials |
s2_2 |
EEGNet |
15 |
52.98% |
52.50% |
| 中榮 |
All trials |
s2_2 |
ShallowConvNet |
15 |
53.69% |
53.89% |
| 中榮 |
All trials |
s2_2 |
Support-CSP episodic |
15 |
60.00% |
60.00% |
| 中榮 |
All trials |
s2_3 |
EEGNet |
15 |
41.27% |
41.39% |
| 中榮 |
All trials |
s2_3 |
ShallowConvNet |
15 |
58.41% |
59.72% |
| 中榮 |
All trials |
s2_3 |
Support-CSP episodic |
15 |
54.76% |
55.00% |
| 中榮 |
All trials |
s2_4 |
EEGNet |
15 |
56.67% |
56.94% |
| 中榮 |
All trials |
s2_4 |
ShallowConvNet |
15 |
54.60% |
53.06% |
| 中榮 |
All trials |
s2_4 |
Support-CSP episodic |
15 |
60.48% |
60.00% |
資料與稽核檔
fold_results.csv 保存所有 fold；fold_assignments.csv 保存每筆 trial 的 train/validation/test 身分；run_config.json 保存完整參數。