HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery Right Hand Vs 6

评估指标

AUC-ROC

CO2 Emission (g)

training time (s)

评测结果

各个模型在此基准测试上的表现结果

模型名称	AUC-ROC	CO2 Emission (g)	training time (s)	Paper Title	Repository
EEGTCNet	97.14958464285715	29.02176669	280.00296785714283	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	98.72027014285713	0.3588719162857143	349.39148821428574	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	95.901341	6.213161058571428	106.127537	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	97.39603707142858	36.42587592857143	198.47335871428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	96.95337171428572	0.0004114472164285714	0.5423086028571429	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	98.47625814285713	0.089541701	82.60363664285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	97.50308285714286	0.04334756092857143	45.233243214285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	97.02462435714286	0.00044260885642857144	0.5883504935714285	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	98.56472542857144	0.3353505528571428	327.06053857142854	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	89.48676185714287	42.28841732428571	464.49325142857145	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	84.6734955	0.012343685785714287	11.868311578571427	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	98.9680807142857	9.63215142142857	330.0909378571428	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	98.05647592857143	40.59940300142857	320.2012192857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	96.49739557142858	6.778447587857142	91.89510485714287	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	96.04328542857142	6.278272536428571	130.05448907142858	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	98.59824428571429	0.014680511778571428	13.988061071428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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