HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery Left Hand Vs 5

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
CSP + LDA	65.74796130275229	0.0015942293279908256	4.20135004233945	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	51.19622834862385	2.8861695403669723	12.67985970183486	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	55.90341492660551	2.8180092174311926	13.434462706422018	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	67.28338431192661	0.0016746719404036696	4.225256745229358	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	67.2357288440367	0.002136693423082569	4.659003014128441	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	52.70922529357799	2.407468192660551	11.497989633027524	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	59.552752311926604	2.5409163972477065	12.154883428440368	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	61.938583036697246	0.0024540891949541284	5.312168379816514	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	67.9113149174312	0.002922431799908257	6.133613628073395	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	65.71304793577983	0.0033223538248623855	7.022697680733945	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	54.75993883486239	0.0019827723381192664	4.593253893211009	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	58.44724773394495	0.2997174272477064	1.6316544247706422	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	59.57492357798165	2.1069343064220183	9.95131664587156	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	62.34913353211009	0.0016599262179357798	3.982814494036697	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	68.4798674678899	0.4211595544036697	14.023694665137615	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	65.07415901834862	0.0012151826062018348	3.403307553027523	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	68.17686030275229	0.002011187666788991	4.376171044495413	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	68.45973491743119	0.0030451742727522933	6.395441841284404	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	65.1939347614679	2.6320094714220184	12.345875044954127	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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