HyperAI超神经

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HyperAI超神经

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

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
DLCSPauto + shLDA	53.02189611111111	0.0022248175055555553	3.5652031144444445	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
FBCSP + SVM	52.50602344444445	0.16502183722222222	0.8984944177777778	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
EEGITNet	51.408021500000004	0.14264759755555556	16.165079277777778	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
TS + LR	61.008716111111106	0.0014654134566666668	2.3641572122222225	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
DeepConvNet	57.07518416666667	0.1387313113888889	15.772786944444444	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
CSP + LDA	54.02069177777777	0.0014029495131111112	2.2638508043333334	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
EEGTCNet	51.220592611111115	0.1444858745	16.36140288888889	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
EEGNeX	53.01977022222223	0.2742768266666667	31.471043611111114	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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