HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery Right Hand Vs 1

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

模型名称	AUC-ROC	CO2 Emission (g)	training time (s)	Paper Title	Repository
FgMDM	93.52191866666666	0.0006420009155555556	3.5817672655555555	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	94.00944755555555	0.0013835059555555556	3.3391828388888887	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	97.25585694444443	0.8372758266666667	33.48545766666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	64.35903111111112	0.2859660588888889	33.142690944444446	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	91.5359025	0.00046965705572222225	2.096713888888889	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	75.20748333333333	0.22110831444444445	25.485177055555553	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	91.51511638888888	0.0008947458374444445	2.750061953611111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	94.44784577777777	0.0018545968405555553	4.854808299999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	88.55026438888889	0.16107902277777777	18.505341833333333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	91.03968261111112	0.0063117480444444445	11.314337022222222	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	89.12547266666667	0.00043345056416666666	1.5749139627777777	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	75.98148133333333	0.14507292438888889	16.651739888888887	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	93.00151144444445	0.23494162666666668	27.16444661111111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	88.27324277777778	0.1293751948888889	14.970135055555554	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	94.44897994444445	0.0007312805027777778	2.885060657222222	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	93.54648549999999	0.24335663111111114	1.324833988888889	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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