HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery All Classes On 2

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

模型名称	Accuracy	CO2 Emission (g)	training time (s)	Paper Title	Repository
TS + LR	71.97351649999999	0.004666705854444444	19.167550810555554	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	66.88411633333334	0.1285738541111111	147.7146591111111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	35.29273355555556	0.15884736222222223	18.38852738888889	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	70.14149394444445	0.014329298037222223	59.714323183333335	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	45.61672333333334	0.5342137127777778	62.59321944444444	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	72.47227177777778	0.394738715	45.877247277777776	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	65.994152	0.010921193731666667	52.462251144444444	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	72.38119294444444	0.006551190227777778	13.852831627777778	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	66.3070505	0.0028627887866666665	9.741079583888888	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	41.64616544444444	0.28639946055555554	33.0790875	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	61.600793277777775	0.012491149514444445	75.09591532444445	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	35.54681733333334	0.1578935777777778	18.299775611111112	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	66.52618122222222	0.004104928794444445	5.445951	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	60.46380244444445	0.1871718811111111	21.723354222222223	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	70.75586455555556	0.01799459135	66.23056458333332	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	77.88163016666667	1.7743017888888888	73.50212961111112	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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