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SOTA
会话内运动想象 (所有类别)
Within Session Motor Imagery All Classes On 1
Within Session Motor Imagery All Classes On 1
评估指标
Accuracy
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
Accuracy
CO2 Emission (g)
training time (s)
Paper Title
Repository
TS + EL
69.79166675
0.0013501269012499999
2.749322665
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
69.5833345
0.18950154875
7.6877846125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
69.16666637499999
0.000786763229625
1.85145594625
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
67.916665875
0.00173950673625
3.3987408749999997
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
65.62500112500001
0.00038144418074999997
0.743955544625
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
65.0
0.005079346375
19.6318726375
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
62.91666625
0.03446902725
44.612727875000004
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
61.041666500000005
0.0005938407575
1.0782176175
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
60.62500012500001
0.0003630056075
0.6206318012500001
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
60.62499999999999
0.000925614838125
1.6782885705
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
50.00000075
3.21283768775
12.9602863125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
43.958333875
2.673163054
9.24752825
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
37.708333625
3.1961726155
9.8963939375
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
37.7083335
1.546965218875
8.58771105
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
36.041667
1.109086602625
9.4757763125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
34.166666875
2.198906455875
9.205565762500001
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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