HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery All Classes On 3

评估指标

Accuracy

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	Accuracy	CO2 Emission (g)	training time (s)	Paper Title	Repository
TS + EL	59.934408990825695	0.013059559739449542	25.291020102752295	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	26.68615756880734	0.059308609688073395	22.783741321100916	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	46.84880671559633	0.005456309299082569	8.482141944036696	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	47.73427576146789	0.0054728938412844045	8.780583234862386	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	26.154798385321104	0.4149273854862385	13.559821752293578	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	41.87124210091743	0.038677560009174314	15.891879321100918	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	55.0438009174312	0.002020601044036697	3.204224353211009	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	58.55441266055046	0.0010041190067889907	2.2208920137614676	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	29.03593889908257	0.024848891426605502	10.598362683486238	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	45.493503000000004	0.06618156533027524	68.7581273853211	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	56.68057317948718	2.330426302205128	92.28611607692308	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	48.51775490825688	1.9742764488073394	1190.5449858715597	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	58.458600238532114	0.0243752586293578	48.31867250642202	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	25.790262357798166	2.7750069540733944	18.127433243119267	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	42.96454042201835	0.003281270780733945	6.167569839633027	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	27.682707357798165	0.034966375495412844	14.11812210091743	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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