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SOTA
会话内运动想象 (所有类别)
Within Session Motor Imagery All Classes On 4
Within Session Motor Imagery All Classes On 4
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
85.52905985714287
0.16102813214285713
86.77469099999999
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM
85.39824135714285
20.32321697142857
707.9741635714284
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
85.13492092857142
2.612351642857143
1877.5478428571428
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR
84.59829828571428
0.0075348416357142855
4.9577661214285715
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM
84.41288664285715
0.04492253178571428
23.104729499999998
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM
82.97360807142857
0.09652152407142857
61.4208665
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
76.98508007142857
0.9416739878571428
214.51948785714285
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM
75.93963142857143
0.1834183317857143
181.90692642857144
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM
75.88554942857144
0.8806029271428572
531.3518721428571
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA
72.97147700000001
0.004620156871428571
3.027175342857143
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA
72.8150212857143
0.004526741521428572
2.9170686285714287
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet
71.11233471428572
2.0679361071428572
471.15728
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet
70.44199514285714
1.478115302857143
336.80249142857144
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
67.55850299999999
4.719508371428572
1075.1257621428572
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet
56.77987328571429
1.7812169435714285
405.86182285714284
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM
52.03144735714286
0.007416166485714286
4.819618021428572
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.
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