HyperAI초신경

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

한국어

HyperAI초신경

Within Session Motor Imagery Left Hand Vs 9

평가 지표

AUC-ROC

CO2 Emission (g)

training time (s)

평가 결과

이 벤치마크에서 각 모델의 성능 결과

모델 이름	AUC-ROC	CO2 Emission (g)	training time (s)	Paper Title	Repository
ShallowConvNet	95.65019116666667	0.1549817675	18.007408791666666	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	92.96259333333333	0.006482190183333333	10.441263425	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	93.37149766666667	0.0025104166216666666	5.204099866666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	94.16005008333333	0.0007884223154166666	2.283726725	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	94.35313333333333	0.0018601271058333332	3.7908793	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	92.63712633333334	0.12367576549999999	0.6734122016666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	82.2366395	0.16067158750000002	16.823401416666666	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	95.18760766666666	0.13623877575	4.912889991666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	90.7018375	0.0022293055558333334	5.702021107499999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	88.38607883333333	0.0012580402871666667	3.2995239900000004	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	61.559105	0.17477492000000003	20.40160175	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	69.41324841666666	0.12495182708333334	14.432597083333334	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	93.14890566666666	0.0006859483835833334	1.3644024541666664	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	92.55652333333333	0.0033206487941666667	6.522374073333334	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	94.41753624999998	0.11453622516666667	13.273857999999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	92.5358025	0.0012211545708333334	2.4993543233333333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	94.84044641666665	0.11864727041666667	13.72778775	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	88.46995433333333	0.0020454070625	5.637304889999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	93.533263	0.0009910642599999999	2.9101597717500005	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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