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SOTA
会话内运动想象 (右手 vs 双脚)
Within Session Motor Imagery Right Hand Vs 3
Within Session Motor Imagery Right Hand Vs 3
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
ACM + TS + SVM
92.30178571428571
0.38974278
16.371186375
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
91.56785714285715
0.9452996678571429
4.884339850000001
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
91.40714285714286
0.240711847
29.228367535714284
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
91.19107142857142
0.0021765681464285713
3.0829317250000003
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
91.09285714285714
0.0016561550864285714
3.2331909737499998
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
90.80535714285715
0.002693355064285714
4.09123845
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
90.43214285714286
0.14237826092857142
17.193978785714286
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
90.18214285714286
0.000829699048642857
1.5857523525357142
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
89.19285714285714
0.009411417503571428
11.710567267857144
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
88.87321428571428
0.0005799335712857143
1.1508428444642858
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
88.52321428571429
0.000595994413607143
1.07737538725
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
88.12321428571428
0.12839999017857143
15.592928589285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
86.20357142857144
0.0007177980582857143
1.3408162827142858
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
77.21160714285715
0.18671340807142858
22.635748839285714
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
72.33571428571429
0.34515593464285715
41.56138553571429
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
71.94642857142857
0.16193158389285714
19.546656482142858
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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