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 All Classes On 6

評価指標

Accuracy

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	Accuracy	CO2 Emission (g)	training time (s)	Paper Title	Repository
FgMDM	83.07198441666667	0.010749338934166667	71.767263065	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	84.53929741666667	0.025638485455833332	75.6071288	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	85.85246441666668	0.1941063975	7.277364225	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	56.41506	0.29802479833333334	34.04211566666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	81.98970291666666	0.00143389045	1.8146779000000002	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	55.691373	0.11693505166666666	13.242306708333333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	82.9630775	0.008406058218333333	46.6342523525	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	76.04754891666667	0.0013000749791666668	8.044291825	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	37.193690833333335	0.12480563316666667	14.080227958333333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	83.65528725	0.013120034294166666	39.13084056666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	82.06140125	0.0014094379383333333	8.307476150833333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	84.87930308333334	0.004125581083333333	14.9374373825	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	83.08474258333334	0.04421750124999999	129.06390283333334	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	83.33782725	0.16457950333333335	18.622367166666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	50.67784558333334	0.16801267050000002	19.01079075	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	85.02304108333334	0.21728041750000002	24.664789916666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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