HyperAI초신경

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

한국어

HyperAI초신경

Within Session Motor Imagery Right Hand Vs 8

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
CSP + SVM	94.95107591666667	0.00316684425	4.423639016666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	80.40247383333333	0.10409523749999999	12.826676	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	97.06439391666666	0.1509912575	18.427412083333333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	94.63445591666667	0.13053382583333334	0.7107954383333334	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	96.10875391666666	0.0005871264258333333	0.7894516191666666	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	64.79907375	0.17851248916666665	21.63750320833333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	94.58252499999999	0.09276203341666667	11.2586846	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	97.20956825	0.12496935208333333	4.858959566666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	92.21307508333332	3.917033591666667e-05	0.062127622166666674	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	95.91615191666666	0.08542806208333333	10.515160691666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	94.43122416666667	5.045180425e-05	0.10749997658333332	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	96.76458083333334	5.349374241666666e-05	0.08235803066666667	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	96.58612958333333	0.0005289931975	0.7517524533333333	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	95.19816666666668	5.386587691666667e-05	0.12567347733333334	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	85.46364075	0.13808337241666666	16.91200925	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	96.03910916666666	0.00010140754249999999	0.23585249774999997	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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