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SOTA
会话内运动想象 (左手 vs 右手)
Within Session Motor Imagery Left Hand Vs 9
Within Session Motor Imagery Left Hand Vs 9
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
ShallowConvNet
95.65019116666667
0.1549817675
18.007408791666666
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
95.18760766666666
0.13623877575
4.912889991666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
94.84044641666665
0.11864727041666667
13.72778775
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
94.41753624999998
0.11453622516666667
13.273857999999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL
94.35313333333333
0.0018601271058333332
3.7908793
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
94.16005008333333
0.0007884223154166666
2.283726725
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA
93.533263
0.0009910642599999999
2.9101597717500005
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
93.37149766666667
0.0025104166216666666
5.204099866666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
93.14890566666666
0.0006859483835833334
1.3644024541666664
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
92.96259333333333
0.006482190183333333
10.441263425
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
92.63712633333334
0.12367576549999999
0.6734122016666667
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
92.55652333333333
0.0033206487941666667
6.522374073333334
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
92.5358025
0.0012211545708333334
2.4993543233333333
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
90.7018375
0.0022293055558333334
5.702021107499999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM
88.46995433333333
0.0020454070625
5.637304889999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA
88.38607883333333
0.0012580402871666667
3.2995239900000004
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
82.2366395
0.16067158750000002
16.823401416666666
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
69.41324841666666
0.12495182708333334
14.432597083333334
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
61.559105
0.17477492000000003
20.40160175
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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