HyperAI超神経

ホームニュース最新論文チュートリアルデータセット百科事典 SOTA LLMモデル GPU ランキング学会

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HyperAI超神経

Within Session Motor Imagery Left Hand Vs 8

評価指標

AUC-ROC

CO2 Emission (g)

training time (s)

評価結果

このベンチマークにおける各モデルのパフォーマンス結果

モデル名	AUC-ROC	CO2 Emission (g)	training time (s)	Paper Title	Repository
EEGNeX	57.965879799999996	2.6715904881	42.3490198	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	63.16485980000001	0.5258725022999999	28.1203618	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	74.1323346	0.002844444774	5.320173393999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	83.6191015	0.007658937971	17.19314084	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	58.801497999999995	0.004551940515	8.631213726	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	78.41374400000001	0.00607642027	10.29490904	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	80.7190701	0.003059077913	5.572459653	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	85.2855546	0.01054370724	16.70190309	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	83.835458	7.47882039	329.502181	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	66.4564741	0.7898681898000001	19.67945195	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	59.3464601	1.1843646793	20.2672368	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	79.0972572	7.357279468	61.683436400000005	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	83.7230547	0.01144170013	19.7101636	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	79.8404006	0.0187107375	25.68750405	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	79.32908119999999	0.001778520405	3.318742769	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	73.6449296	2.3282129534	34.809638	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	74.852519	0.00979238033	19.02302114	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	76.81202040000001	0.589712181	3.2107585999999997	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	80.16262729999998	0.0042039635710000006	8.469146077	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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