Within-Session Motor Imagery (all classes) 벤치마크

Within-Session Motor Imagery (all classes) on Weibo2014 MOABB

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Accuracy

Rank	Model	Accuracy	training time (s)	CO2 Emission (g)	Paper	Code	Year
1	ACM + TS + SVM	64.3835718	335.21023	6.1498658200000005	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
2	TS + EL	63.840714199999994	34.0226515	0.0319534623	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
3	TS + LR	62.762142	2.12094548	0.00205973584	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
4	TS + SVM	61.469286499999995	15.092744999999999	0.014714955200000001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
5	FgMDM	56.9400009	3.4260148399999997	0.00332279971	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
6	ShallowConvNet	48.9364276	100.2113981	22.743277258	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
7	FBCSP + SVM	45.212857299999996	37.9020129	0.030076381000000003	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
8	CSP + SVM	44.0792858	677.4126650000001	0.5357583659999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
9	CSP + LDA	39.4492859	4.84518394	0.0037056161800000003	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
10	DLCSPauto + shLDA	38.8442857	4.82886682	0.00369364373	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
11	EEGNet-8,2	35.3514286	34.2388724	10.5262206565	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
12	MDM	33.4078569	2.01196917	0.00188059405	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
13	EEGNeX	30.215714	126.255782	35.190156514	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
14	EEGITNet	25.7807146	43.4866037	13.394392257000002	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
15	DeepConvNet	24.1678569	73.0829022	30.440530905000003	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
16	EEGTCNet	17.9464288	47.42458	15.281205185	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
17	ACM + TS + SVM	64.3835718	335.21023	6.1498658200000005	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
18	TS + EL	63.840714199999994	34.0226515	0.0319534623	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
19	TS + LR	62.762142	2.12094548	0.00205973584	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024
20	TS + SVM	61.469286499999995	15.092744999999999	0.014714955200000001	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark	NeuroTechX/moabb	2024