正常人／中風／中榮：六方法統一 8 通道比較

純 1–40 Hz zero-phase SOS IIR、200 Hz、trial/channel Z-score、無 ASR/ICA。Normal/Stroke task=0–2s；中榮 task=2–4s。EEGNet/Shallow 為 target scratch；兩 Residual 使用獨立 34 人來源 checkpoint，並凍結 wave features。所有 deep target 訓練以 train-only validation BACC early stopping，validation loss 作 tie-break。

各 session/subject 同權摘要

ProtocolMethodUnitsAccuracy mean ± SDMean BACC
normal_20x20_lotoAdaptive-meta Residual-gated source34 (Frozen Wave)1058.25% ± 16.67%58.25%
normal_20x20_lotoCSP + shrinkage LDA1055.50% ± 7.80%55.50%
normal_20x20_lotoEEGNet scratch1047.75% ± 11.69%47.75%
normal_20x20_lotoFBCSP + shrinkage LDA1054.25% ± 13.49%54.25%
normal_20x20_lotoResidual-gated source34 (Frozen Wave)1063.00% ± 14.47%63.00%
normal_20x20_lotoShallowConvNet scratch1054.75% ± 10.64%54.75%
normal_all_5foldAdaptive-meta Residual-gated source34 (Frozen Wave)1071.99% ± 12.62%72.02%
normal_all_5foldCSP + shrinkage LDA1058.71% ± 8.12%58.71%
normal_all_5foldEEGNet scratch1063.09% ± 12.16%63.10%
normal_all_5foldFBCSP + shrinkage LDA1058.79% ± 10.15%58.80%
normal_all_5foldResidual-gated source34 (Frozen Wave)1070.99% ± 13.32%70.98%
normal_all_5foldShallowConvNet scratch1070.24% ± 17.50%70.22%
stroke_20x20_lotoAdaptive-meta Residual-gated source34 (Frozen Wave)575.00% ± 17.23%75.00%
stroke_20x20_lotoCSP + shrinkage LDA563.00% ± 24.84%63.00%
stroke_20x20_lotoEEGNet scratch556.00% ± 6.98%56.00%
stroke_20x20_lotoFBCSP + shrinkage LDA559.50% ± 20.34%59.50%
stroke_20x20_lotoResidual-gated source34 (Frozen Wave)574.00% ± 14.85%74.00%
stroke_20x20_lotoShallowConvNet scratch563.50% ± 16.73%63.50%
stroke_all_5foldAdaptive-meta Residual-gated source34 (Frozen Wave)578.27% ± 16.75%78.23%
stroke_all_5foldCSP + shrinkage LDA568.62% ± 14.79%68.44%
stroke_all_5foldEEGNet scratch573.24% ± 14.34%73.30%
stroke_all_5foldFBCSP + shrinkage LDA572.96% ± 14.28%72.93%
stroke_all_5foldResidual-gated source34 (Frozen Wave)581.63% ± 14.49%81.65%
stroke_all_5foldShallowConvNet scratch581.79% ± 18.65%81.82%
tch_20x20_lotoAdaptive-meta Residual-gated source34 (Frozen Wave)970.53% ± 23.61%70.53%
tch_20x20_lotoCSP + shrinkage LDA970.22% ± 19.78%70.22%
tch_20x20_lotoEEGNet scratch960.91% ± 15.44%60.91%
tch_20x20_lotoFBCSP + shrinkage LDA975.56% ± 17.35%75.56%
tch_20x20_lotoResidual-gated source34 (Frozen Wave)972.56% ± 26.25%72.56%
tch_20x20_lotoShallowConvNet scratch969.10% ± 23.23%69.10%

中榮各 session

SessionAdaptive-meta Residual-gated source34 (Frozen Wave)CSP + shrinkage LDAEEGNet scratchFBCSP + shrinkage LDAResidual-gated source34 (Frozen Wave)ShallowConvNet scratch
s1_182.50%85.00%50.00%77.50%85.00%62.50%
s1_292.50%82.50%50.00%87.50%97.50%92.50%
s1_385.00%100.00%65.00%97.50%90.00%85.00%
s1_492.50%87.50%75.00%87.50%97.50%90.00%
s1_597.37%73.68%84.21%89.47%100.00%100.00%
s2_141.18%55.88%76.47%50.00%35.29%35.29%
s2_250.00%47.22%50.00%63.89%44.44%47.22%
s2_350.00%53.33%60.00%76.67%53.33%50.00%
s2_443.75%46.88%37.50%50.00%50.00%59.38%

各 unit 結果

ProtocolUnitMethodAccuracyBACCTest predictions
normal_20x20_lotosub1Adaptive-meta Residual-gated source34 (Frozen Wave)57.50%57.50%40
normal_20x20_lotosub10Adaptive-meta Residual-gated source34 (Frozen Wave)62.50%62.50%40
normal_20x20_lotosub11Adaptive-meta Residual-gated source34 (Frozen Wave)80.00%80.00%40
normal_20x20_lotosub12Adaptive-meta Residual-gated source34 (Frozen Wave)75.00%75.00%40
normal_20x20_lotosub13Adaptive-meta Residual-gated source34 (Frozen Wave)47.50%47.50%40
normal_20x20_lotosub14Adaptive-meta Residual-gated source34 (Frozen Wave)70.00%70.00%40
normal_20x20_lotosub15Adaptive-meta Residual-gated source34 (Frozen Wave)32.50%32.50%40
normal_20x20_lotosub2Adaptive-meta Residual-gated source34 (Frozen Wave)50.00%50.00%40
normal_20x20_lotosub3Adaptive-meta Residual-gated source34 (Frozen Wave)72.50%72.50%40
normal_20x20_lotosub9Adaptive-meta Residual-gated source34 (Frozen Wave)35.00%35.00%40
normal_20x20_lotosub1CSP + shrinkage LDA47.50%47.50%40
normal_20x20_lotosub10CSP + shrinkage LDA60.00%60.00%40
normal_20x20_lotosub11CSP + shrinkage LDA65.00%65.00%40
normal_20x20_lotosub12CSP + shrinkage LDA62.50%62.50%40
normal_20x20_lotosub13CSP + shrinkage LDA52.50%52.50%40
normal_20x20_lotosub14CSP + shrinkage LDA50.00%50.00%40
normal_20x20_lotosub15CSP + shrinkage LDA65.00%65.00%40
normal_20x20_lotosub2CSP + shrinkage LDA60.00%60.00%40
normal_20x20_lotosub3CSP + shrinkage LDA47.50%47.50%40
normal_20x20_lotosub9CSP + shrinkage LDA45.00%45.00%40
normal_20x20_lotosub1EEGNet scratch52.50%52.50%40
normal_20x20_lotosub10EEGNet scratch62.50%62.50%40
normal_20x20_lotosub11EEGNet scratch70.00%70.00%40
normal_20x20_lotosub12EEGNet scratch50.00%50.00%40
normal_20x20_lotosub13EEGNet scratch50.00%50.00%40
normal_20x20_lotosub14EEGNet scratch40.00%40.00%40
normal_20x20_lotosub15EEGNet scratch32.50%32.50%40
normal_20x20_lotosub2EEGNet scratch42.50%42.50%40
normal_20x20_lotosub3EEGNet scratch37.50%37.50%40
normal_20x20_lotosub9EEGNet scratch40.00%40.00%40
normal_20x20_lotosub1FBCSP + shrinkage LDA57.50%57.50%40
normal_20x20_lotosub10FBCSP + shrinkage LDA62.50%62.50%40
normal_20x20_lotosub11FBCSP + shrinkage LDA75.00%75.00%40
normal_20x20_lotosub12FBCSP + shrinkage LDA67.50%67.50%40
normal_20x20_lotosub13FBCSP + shrinkage LDA42.50%42.50%40
normal_20x20_lotosub14FBCSP + shrinkage LDA40.00%40.00%40
normal_20x20_lotosub15FBCSP + shrinkage LDA50.00%50.00%40
normal_20x20_lotosub2FBCSP + shrinkage LDA37.50%37.50%40
normal_20x20_lotosub3FBCSP + shrinkage LDA67.50%67.50%40
normal_20x20_lotosub9FBCSP + shrinkage LDA42.50%42.50%40
normal_20x20_lotosub1Residual-gated source34 (Frozen Wave)85.00%85.00%40
normal_20x20_lotosub10Residual-gated source34 (Frozen Wave)60.00%60.00%40
normal_20x20_lotosub11Residual-gated source34 (Frozen Wave)67.50%67.50%40
normal_20x20_lotosub12Residual-gated source34 (Frozen Wave)60.00%60.00%40
normal_20x20_lotosub13Residual-gated source34 (Frozen Wave)50.00%50.00%40
normal_20x20_lotosub14Residual-gated source34 (Frozen Wave)52.50%52.50%40
normal_20x20_lotosub15Residual-gated source34 (Frozen Wave)57.50%57.50%40
normal_20x20_lotosub2Residual-gated source34 (Frozen Wave)62.50%62.50%40
normal_20x20_lotosub3Residual-gated source34 (Frozen Wave)90.00%90.00%40
normal_20x20_lotosub9Residual-gated source34 (Frozen Wave)45.00%45.00%40
normal_20x20_lotosub1ShallowConvNet scratch65.00%65.00%40
normal_20x20_lotosub10ShallowConvNet scratch60.00%60.00%40
normal_20x20_lotosub11ShallowConvNet scratch62.50%62.50%40
normal_20x20_lotosub12ShallowConvNet scratch55.00%55.00%40
normal_20x20_lotosub13ShallowConvNet scratch57.50%57.50%40
normal_20x20_lotosub14ShallowConvNet scratch42.50%42.50%40
normal_20x20_lotosub15ShallowConvNet scratch42.50%42.50%40
normal_20x20_lotosub2ShallowConvNet scratch47.50%47.50%40
normal_20x20_lotosub3ShallowConvNet scratch72.50%72.50%40
normal_20x20_lotosub9ShallowConvNet scratch42.50%42.50%40
normal_all_5foldsub1Adaptive-meta Residual-gated source34 (Frozen Wave)79.29% ± 8.26%79.33%203
normal_all_5foldsub10Adaptive-meta Residual-gated source34 (Frozen Wave)78.00% ± 8.37%78.00%200
normal_all_5foldsub11Adaptive-meta Residual-gated source34 (Frozen Wave)90.00% ± 7.91%90.00%200
normal_all_5foldsub12Adaptive-meta Residual-gated source34 (Frozen Wave)80.61% ± 4.01%80.55%201
normal_all_5foldsub13Adaptive-meta Residual-gated source34 (Frozen Wave)78.50% ± 7.20%78.50%200
normal_all_5foldsub14Adaptive-meta Residual-gated source34 (Frozen Wave)53.00% ± 5.97%53.00%200
normal_all_5foldsub15Adaptive-meta Residual-gated source34 (Frozen Wave)57.27% ± 11.03%57.33%201
normal_all_5foldsub2Adaptive-meta Residual-gated source34 (Frozen Wave)57.62% ± 2.31%57.81%203
normal_all_5foldsub3Adaptive-meta Residual-gated source34 (Frozen Wave)80.50% ± 7.79%80.50%200
normal_all_5foldsub9Adaptive-meta Residual-gated source34 (Frozen Wave)65.12% ± 7.91%65.14%201
normal_all_5foldsub1CSP + shrinkage LDA62.59% ± 8.39%62.57%203
normal_all_5foldsub10CSP + shrinkage LDA62.50% ± 8.48%62.50%200
normal_all_5foldsub11CSP + shrinkage LDA65.50% ± 8.55%65.50%200
normal_all_5foldsub12CSP + shrinkage LDA63.20% ± 8.48%63.19%201
normal_all_5foldsub13CSP + shrinkage LDA68.00% ± 9.25%68.00%200
normal_all_5foldsub14CSP + shrinkage LDA52.00% ± 6.22%52.00%200
normal_all_5foldsub15CSP + shrinkage LDA51.20% ± 7.09%51.19%201
normal_all_5foldsub2CSP + shrinkage LDA45.38% ± 7.09%45.45%203
normal_all_5foldsub3CSP + shrinkage LDA66.50% ± 1.37%66.50%200
normal_all_5foldsub9CSP + shrinkage LDA50.28% ± 8.56%50.24%201
normal_all_5foldsub1EEGNet scratch83.78% ± 10.38%83.79%203
normal_all_5foldsub10EEGNet scratch67.00% ± 15.95%67.00%200
normal_all_5foldsub11EEGNet scratch80.00% ± 5.00%80.00%200
normal_all_5foldsub12EEGNet scratch64.60% ± 13.65%64.55%201
normal_all_5foldsub13EEGNet scratch67.50% ± 3.95%67.50%200
normal_all_5foldsub14EEGNet scratch50.50% ± 6.71%50.50%200
normal_all_5foldsub15EEGNet scratch45.27% ± 1.87%45.31%201
normal_all_5foldsub2EEGNet scratch56.13% ± 8.66%56.17%203
normal_all_5foldsub3EEGNet scratch59.50% ± 3.26%59.50%200
normal_all_5foldsub9EEGNet scratch56.66% ± 7.91%56.69%201
normal_all_5foldsub1FBCSP + shrinkage LDA63.52% ± 8.90%63.55%203
normal_all_5foldsub10FBCSP + shrinkage LDA63.50% ± 5.18%63.50%200
normal_all_5foldsub11FBCSP + shrinkage LDA68.50% ± 8.02%68.50%200
normal_all_5foldsub12FBCSP + shrinkage LDA72.16% ± 5.83%72.12%201
normal_all_5foldsub13FBCSP + shrinkage LDA66.50% ± 7.83%66.50%200
normal_all_5foldsub14FBCSP + shrinkage LDA40.50% ± 5.97%40.50%200
normal_all_5foldsub15FBCSP + shrinkage LDA51.68% ± 7.13%51.71%201
normal_all_5foldsub2FBCSP + shrinkage LDA51.22% ± 7.43%51.31%203
normal_all_5foldsub3FBCSP + shrinkage LDA61.50% ± 9.62%61.50%200
normal_all_5foldsub9FBCSP + shrinkage LDA48.78% ± 7.37%48.81%201
normal_all_5foldsub1Residual-gated source34 (Frozen Wave)82.28% ± 3.13%82.29%203
normal_all_5foldsub10Residual-gated source34 (Frozen Wave)77.00% ± 6.71%77.00%200
normal_all_5foldsub11Residual-gated source34 (Frozen Wave)89.00% ± 5.76%89.00%200
normal_all_5foldsub12Residual-gated source34 (Frozen Wave)82.10% ± 5.38%82.10%201
normal_all_5foldsub13Residual-gated source34 (Frozen Wave)77.50% ± 7.50%77.50%200
normal_all_5foldsub14Residual-gated source34 (Frozen Wave)49.00% ± 12.32%49.00%200
normal_all_5foldsub15Residual-gated source34 (Frozen Wave)58.21% ± 5.96%58.12%201
normal_all_5foldsub2Residual-gated source34 (Frozen Wave)64.06% ± 2.40%64.02%203
normal_all_5foldsub3Residual-gated source34 (Frozen Wave)75.00% ± 7.91%75.00%200
normal_all_5foldsub9Residual-gated source34 (Frozen Wave)55.72% ± 7.78%55.76%201
normal_all_5foldsub1ShallowConvNet scratch89.68% ± 7.36%89.67%203
normal_all_5foldsub10ShallowConvNet scratch73.00% ± 9.91%73.00%200
normal_all_5foldsub11ShallowConvNet scratch92.00% ± 3.71%92.00%200
normal_all_5foldsub12ShallowConvNet scratch87.56% ± 3.96%87.55%201
normal_all_5foldsub13ShallowConvNet scratch71.00% ± 6.75%71.00%200
normal_all_5foldsub14ShallowConvNet scratch48.50% ± 2.24%48.50%200
normal_all_5foldsub15ShallowConvNet scratch46.78% ± 8.26%46.76%201
normal_all_5foldsub2ShallowConvNet scratch55.66% ± 7.02%55.60%203
normal_all_5foldsub3ShallowConvNet scratch82.50% ± 6.12%82.50%200
normal_all_5foldsub9ShallowConvNet scratch55.68% ± 8.38%55.67%201
stroke_20x20_lotopat1Adaptive-meta Residual-gated source34 (Frozen Wave)60.00%60.00%40
stroke_20x20_lotopat2Adaptive-meta Residual-gated source34 (Frozen Wave)100.00%100.00%40
stroke_20x20_lotopat3Adaptive-meta Residual-gated source34 (Frozen Wave)57.50%57.50%40
stroke_20x20_lotopat4Adaptive-meta Residual-gated source34 (Frozen Wave)77.50%77.50%40
stroke_20x20_lotopat5Adaptive-meta Residual-gated source34 (Frozen Wave)80.00%80.00%40
stroke_20x20_lotopat1CSP + shrinkage LDA32.50%32.50%40
stroke_20x20_lotopat2CSP + shrinkage LDA90.00%90.00%40
stroke_20x20_lotopat3CSP + shrinkage LDA45.00%45.00%40
stroke_20x20_lotopat4CSP + shrinkage LDA62.50%62.50%40
stroke_20x20_lotopat5CSP + shrinkage LDA85.00%85.00%40
stroke_20x20_lotopat1EEGNet scratch67.50%67.50%40
stroke_20x20_lotopat2EEGNet scratch57.50%57.50%40
stroke_20x20_lotopat3EEGNet scratch50.00%50.00%40
stroke_20x20_lotopat4EEGNet scratch52.50%52.50%40
stroke_20x20_lotopat5EEGNet scratch52.50%52.50%40
stroke_20x20_lotopat1FBCSP + shrinkage LDA40.00%40.00%40
stroke_20x20_lotopat2FBCSP + shrinkage LDA87.50%87.50%40
stroke_20x20_lotopat3FBCSP + shrinkage LDA40.00%40.00%40
stroke_20x20_lotopat4FBCSP + shrinkage LDA60.00%60.00%40
stroke_20x20_lotopat5FBCSP + shrinkage LDA70.00%70.00%40
stroke_20x20_lotopat1Residual-gated source34 (Frozen Wave)57.50%57.50%40
stroke_20x20_lotopat2Residual-gated source34 (Frozen Wave)95.00%95.00%40
stroke_20x20_lotopat3Residual-gated source34 (Frozen Wave)62.50%62.50%40
stroke_20x20_lotopat4Residual-gated source34 (Frozen Wave)75.00%75.00%40
stroke_20x20_lotopat5Residual-gated source34 (Frozen Wave)80.00%80.00%40
stroke_20x20_lotopat1ShallowConvNet scratch52.50%52.50%40
stroke_20x20_lotopat2ShallowConvNet scratch62.50%62.50%40
stroke_20x20_lotopat3ShallowConvNet scratch82.50%82.50%40
stroke_20x20_lotopat4ShallowConvNet scratch77.50%77.50%40
stroke_20x20_lotopat5ShallowConvNet scratch42.50%42.50%40
stroke_all_5foldpat1Adaptive-meta Residual-gated source34 (Frozen Wave)78.52% ± 5.13%78.40%172
stroke_all_5foldpat2Adaptive-meta Residual-gated source34 (Frozen Wave)92.32% ± 2.50%92.24%221
stroke_all_5foldpat3Adaptive-meta Residual-gated source34 (Frozen Wave)49.71% ± 8.94%49.57%175
stroke_all_5foldpat4Adaptive-meta Residual-gated source34 (Frozen Wave)87.27% ± 5.79%87.33%204
stroke_all_5foldpat5Adaptive-meta Residual-gated source34 (Frozen Wave)83.53% ± 4.46%83.63%170
stroke_all_5foldpat1CSP + shrinkage LDA59.83% ± 10.03%59.77%172
stroke_all_5foldpat2CSP + shrinkage LDA89.58% ± 2.64%89.36%221
stroke_all_5foldpat3CSP + shrinkage LDA56.00% ± 7.17%55.46%175
stroke_all_5foldpat4CSP + shrinkage LDA58.85% ± 8.53%58.79%204
stroke_all_5foldpat5CSP + shrinkage LDA78.82% ± 5.26%78.81%170
stroke_all_5foldpat1EEGNet scratch66.24% ± 13.02%66.34%172
stroke_all_5foldpat2EEGNet scratch92.30% ± 2.05%92.26%221
stroke_all_5foldpat3EEGNet scratch53.71% ± 6.19%53.64%175
stroke_all_5foldpat4EEGNet scratch77.49% ± 9.90%77.57%204
stroke_all_5foldpat5EEGNet scratch76.47% ± 5.88%76.67%170
stroke_all_5foldpat1FBCSP + shrinkage LDA59.24% ± 6.90%59.25%172
stroke_all_5foldpat2FBCSP + shrinkage LDA91.84% ± 3.83%91.70%221
stroke_all_5foldpat3FBCSP + shrinkage LDA58.29% ± 6.88%58.16%175
stroke_all_5foldpat4FBCSP + shrinkage LDA75.44% ± 7.99%75.55%204
stroke_all_5foldpat5FBCSP + shrinkage LDA80.00% ± 4.83%79.99%170
stroke_all_5foldpat1Residual-gated source34 (Frozen Wave)84.91% ± 6.92%84.90%172
stroke_all_5foldpat2Residual-gated source34 (Frozen Wave)94.11% ± 2.05%94.12%221
stroke_all_5foldpat3Residual-gated source34 (Frozen Wave)56.57% ± 7.11%56.60%175
stroke_all_5foldpat4Residual-gated source34 (Frozen Wave)87.28% ± 4.31%87.29%204
stroke_all_5foldpat5Residual-gated source34 (Frozen Wave)85.29% ± 2.08%85.32%170
stroke_all_5foldpat1ShallowConvNet scratch83.66% ± 10.79%83.73%172
stroke_all_5foldpat2ShallowConvNet scratch94.10% ± 2.61%94.07%221
stroke_all_5foldpat3ShallowConvNet scratch49.71% ± 8.23%49.78%175
stroke_all_5foldpat4ShallowConvNet scratch95.61% ± 4.69%95.60%204
stroke_all_5foldpat5ShallowConvNet scratch85.88% ± 4.36%85.94%170
tch_20x20_lotos1_1Adaptive-meta Residual-gated source34 (Frozen Wave)82.50%82.50%40
tch_20x20_lotos1_2Adaptive-meta Residual-gated source34 (Frozen Wave)92.50%92.50%40
tch_20x20_lotos1_3Adaptive-meta Residual-gated source34 (Frozen Wave)85.00%85.00%40
tch_20x20_lotos1_4Adaptive-meta Residual-gated source34 (Frozen Wave)92.50%92.50%40
tch_20x20_lotos1_5Adaptive-meta Residual-gated source34 (Frozen Wave)97.37%97.37%38
tch_20x20_lotos2_1Adaptive-meta Residual-gated source34 (Frozen Wave)41.18%41.18%34
tch_20x20_lotos2_2Adaptive-meta Residual-gated source34 (Frozen Wave)50.00%50.00%36
tch_20x20_lotos2_3Adaptive-meta Residual-gated source34 (Frozen Wave)50.00%50.00%30
tch_20x20_lotos2_4Adaptive-meta Residual-gated source34 (Frozen Wave)43.75%43.75%32
tch_20x20_lotos1_1CSP + shrinkage LDA85.00%85.00%40
tch_20x20_lotos1_2CSP + shrinkage LDA82.50%82.50%40
tch_20x20_lotos1_3CSP + shrinkage LDA100.00%100.00%40
tch_20x20_lotos1_4CSP + shrinkage LDA87.50%87.50%40
tch_20x20_lotos1_5CSP + shrinkage LDA73.68%73.68%38
tch_20x20_lotos2_1CSP + shrinkage LDA55.88%55.88%34
tch_20x20_lotos2_2CSP + shrinkage LDA47.22%47.22%36
tch_20x20_lotos2_3CSP + shrinkage LDA53.33%53.33%30
tch_20x20_lotos2_4CSP + shrinkage LDA46.88%46.88%32
tch_20x20_lotos1_1EEGNet scratch50.00%50.00%40
tch_20x20_lotos1_2EEGNet scratch50.00%50.00%40
tch_20x20_lotos1_3EEGNet scratch65.00%65.00%40
tch_20x20_lotos1_4EEGNet scratch75.00%75.00%40
tch_20x20_lotos1_5EEGNet scratch84.21%84.21%38
tch_20x20_lotos2_1EEGNet scratch76.47%76.47%34
tch_20x20_lotos2_2EEGNet scratch50.00%50.00%36
tch_20x20_lotos2_3EEGNet scratch60.00%60.00%30
tch_20x20_lotos2_4EEGNet scratch37.50%37.50%32
tch_20x20_lotos1_1FBCSP + shrinkage LDA77.50%77.50%40
tch_20x20_lotos1_2FBCSP + shrinkage LDA87.50%87.50%40
tch_20x20_lotos1_3FBCSP + shrinkage LDA97.50%97.50%40
tch_20x20_lotos1_4FBCSP + shrinkage LDA87.50%87.50%40
tch_20x20_lotos1_5FBCSP + shrinkage LDA89.47%89.47%38
tch_20x20_lotos2_1FBCSP + shrinkage LDA50.00%50.00%34
tch_20x20_lotos2_2FBCSP + shrinkage LDA63.89%63.89%36
tch_20x20_lotos2_3FBCSP + shrinkage LDA76.67%76.67%30
tch_20x20_lotos2_4FBCSP + shrinkage LDA50.00%50.00%32
tch_20x20_lotos1_1Residual-gated source34 (Frozen Wave)85.00%85.00%40
tch_20x20_lotos1_2Residual-gated source34 (Frozen Wave)97.50%97.50%40
tch_20x20_lotos1_3Residual-gated source34 (Frozen Wave)90.00%90.00%40
tch_20x20_lotos1_4Residual-gated source34 (Frozen Wave)97.50%97.50%40
tch_20x20_lotos1_5Residual-gated source34 (Frozen Wave)100.00%100.00%38
tch_20x20_lotos2_1Residual-gated source34 (Frozen Wave)35.29%35.29%34
tch_20x20_lotos2_2Residual-gated source34 (Frozen Wave)44.44%44.44%36
tch_20x20_lotos2_3Residual-gated source34 (Frozen Wave)53.33%53.33%30
tch_20x20_lotos2_4Residual-gated source34 (Frozen Wave)50.00%50.00%32
tch_20x20_lotos1_1ShallowConvNet scratch62.50%62.50%40
tch_20x20_lotos1_2ShallowConvNet scratch92.50%92.50%40
tch_20x20_lotos1_3ShallowConvNet scratch85.00%85.00%40
tch_20x20_lotos1_4ShallowConvNet scratch90.00%90.00%40
tch_20x20_lotos1_5ShallowConvNet scratch100.00%100.00%38
tch_20x20_lotos2_1ShallowConvNet scratch35.29%35.29%34
tch_20x20_lotos2_2ShallowConvNet scratch47.22%47.22%36
tch_20x20_lotos2_3ShallowConvNet scratch50.00%50.00%30
tch_20x20_lotos2_4ShallowConvNet scratch59.38%59.38%32

圖表

normal_20x20_loto

normal_all_5fold

stroke_20x20_loto

stroke_all_5fold

tch_20x20_loto

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