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SOTA
会话内运动想象 (右手 vs 双脚)
Within Session Motor Imagery Right Hand Vs 5
Within Session Motor Imagery Right Hand Vs 5
评估指标
AUC-ROC
CO2 Emission (g)
training time (s)
评测结果
各个模型在此基准测试上的表现结果
Columns
模型名称
AUC-ROC
CO2 Emission (g)
training time (s)
Paper Title
Repository
TS + SVM
94.27232417431192
0.002292956512844037
4.69788353027523
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
94.09464829357799
0.0023048844770642203
4.660472736697248
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
93.72140674311926
0.3743661817798165
13.275803577981652
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
93.14561674311926
0.0011862718552201835
3.9450754762385323
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
89.6715086146789
0.0016952853321100917
3.6619959064220184
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
88.03649339449541
0.004252216568807339
7.574546786238533
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
86.80902140366973
0.0006039077076697248
1.9964198499449541
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
86.41442402752293
0.0006479088561559633
2.1433882502201835
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
83.96839963302753
0.2592725837798165
1.4225005266055046
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
81.77716613761469
0.0009060356478532111
2.9963101233394496
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
74.75147803669724
0.7205820762752294
12.103473417431193
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
73.77573903669725
0.7542787600917431
14.662491354128441
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
71.49345055045872
2.596559912321101
17.621344155963303
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
57.02803262385321
1.8152764195963302
12.905036509174312
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
54.69051987155964
1.4469922132752293
14.05607252293578
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
51.76753313761468
0.6592816424495412
15.441041990825688
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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