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SOTA
会话内运动想象 (右手 vs 双脚)
Within Session Motor Imagery Right Hand Vs 4
Within Session Motor Imagery Right Hand Vs 4
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
62.55243744444444
0.0030399768388888887
3.981446488888889
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
62.00432277777777
0.9881697544444444
38.20503083333333
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
61.008716111111106
0.0014654134566666668
2.3641572122222225
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
58.70323127777778
0.003150417694444444
4.107975877777778
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
58.31313783333333
0.00262010596
4.208450687777778
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
57.22930833333333
0.17052666777777778
19.448256999999998
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
57.07518416666667
0.1387313113888889
15.772786944444444
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
54.19855455555555
0.11595792811111111
13.1632145
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
54.02069177777777
0.0014029495131111112
2.2638508043333334
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
53.02189611111111
0.0022248175055555553
3.5652031144444445
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
53.01977022222223
0.2742768266666667
31.471043611111114
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
52.50602344444445
0.16502183722222222
0.8984944177777778
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
52.0801445
0.0062806895666666675
7.718107805555555
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
51.408021500000004
0.14264759755555556
16.165079277777778
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
51.220592611111115
0.1444858745
16.36140288888889
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
48.451672277777774
0.0008106952038888889
1.3395202661111112
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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