HyperAI초신경

홈 뉴스 최신 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

Within Session Motor Imagery All Classes On 4

평가 지표

Accuracy

CO2 Emission (g)

training time (s)

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	Accuracy	CO2 Emission (g)	training time (s)	Paper Title	Repository
MDM	52.03144735714286	0.007416166485714286	4.819618021428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	75.88554942857144	0.8806029271428572	531.3518721428571	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	84.59829828571428	0.0075348416357142855	4.9577661214285715	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	56.77987328571429	1.7812169435714285	405.86182285714284	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	85.52905985714287	0.16102813214285713	86.77469099999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	84.41288664285715	0.04492253178571428	23.104729499999998	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	76.98508007142857	0.9416739878571428	214.51948785714285	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	72.97147700000001	0.004620156871428571	3.027175342857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	70.44199514285714	1.478115302857143	336.80249142857144	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	72.8150212857143	0.004526741521428572	2.9170686285714287	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	85.13492092857142	2.612351642857143	1877.5478428571428	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	82.97360807142857	0.09652152407142857	61.4208665	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	67.55850299999999	4.719508371428572	1075.1257621428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	71.11233471428572	2.0679361071428572	471.15728	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	75.93963142857143	0.1834183317857143	181.90692642857144	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	85.39824135714285	20.32321697142857	707.9741635714284	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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