Within-Session Motor Imagery on Weibo2014 MOABB

Metric: CO2 Emission (g) (higher is better)

LeaderboardDataset

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Results

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#	Model↕	CO2 Emission (g)▼	Extra Data	Paper	Date↕	Code
1	EEGNeX	35.190156514	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	DeepConvNet	30.440530905000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ShallowConvNet	22.743277258	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	ShallowConvNet	19.651363984	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	DeepConvNet	19.414860764000004	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	16.597322944000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	EEGTCNet	15.281205185	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGITNet	13.394392257000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGNet-8,2	10.5262206565	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGITNet	7.962777576000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	EEGTCNet	7.512717858499999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ACM + TS + SVM	7.47882039	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	ShallowConvNet	7.357279468	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	ACM + TS + SVM	6.1498658200000005	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGNet-8,2	4.84414613	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	ACM + TS + SVM	2.92276621	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGNeX	2.6715904881	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	DeepConvNet	2.3282129534	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGITNet	1.1843646793	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	EEGNet-8,2	0.7898681898000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	FBCSP + SVM	0.589712181	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	FBCSP + SVM	0.568418502	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	CSP + SVM	0.5357583659999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	EEGTCNet	0.5258725022999999	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	TS + EL	0.0319534623	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	FBCSP + SVM	0.030076381000000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	CSP + SVM	0.0187107375	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TS + SVM	0.014714955200000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	TS + SVM	0.01144170013	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	TS + EL	0.01054370724	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	CSP + SVM	0.0101869405	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	LogVar + SVM	0.00979238033	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	TS + LR	0.007658937971	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	FgMDM	0.00607642027	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	TS + EL	0.006040798	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TS + SVM	0.0059158554199999994	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	MDM	0.004551940515	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	DLCSPauto + shLDA	0.0042039635710000006	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	CSP + LDA	0.0037056161800000003	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	DLCSPauto + shLDA	0.00369364373	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	FgMDM	0.00332279971	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	CSP + LDA	0.003059077913	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	LogVar + LDA	0.002844444774	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	TS + LR	0.00205973584	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	MDM	0.00188059405	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	FgMDM	0.00180466725	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	TRCSP + LDA	0.001778520405	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	TS + LR	0.001118637826	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	MDM	0.000844543333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	DLCSPauto + shLDA	0.0007442022196	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	CSP + LDA	0.0004474954558	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGNeXSOTA
35.190156514
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2DeepConvNet
30.440530905000003
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ShallowConvNet
22.743277258
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4ShallowConvNet
19.651363984
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5DeepConvNet
19.414860764000004
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNeX
16.597322944000002
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7EEGTCNet
15.281205185
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGITNet
13.394392257000002
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9EEGNet-8,2
10.5262206565
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGITNet
7.962777576000001
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11EEGTCNet
7.512717858499999
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12ACM + TS + SVM
7.47882039
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13ShallowConvNet
7.357279468
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14ACM + TS + SVM
6.1498658200000005
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGNet-8,2
4.84414613
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16ACM + TS + SVM
2.92276621
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGNeX
2.6715904881
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18DeepConvNet
2.3282129534
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGITNet
1.1843646793
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20EEGNet-8,2
0.7898681898000001
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21FBCSP + SVM
0.589712181
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22FBCSP + SVM
0.568418502
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23CSP + SVM
0.5357583659999999
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24EEGTCNet
0.5258725022999999
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25TS + EL
0.0319534623
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26FBCSP + SVM
0.030076381000000003
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27CSP + SVM
0.0187107375
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28TS + SVM
0.014714955200000001
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29TS + SVM
0.01144170013
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30TS + EL
0.01054370724
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31CSP + SVM
0.0101869405
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32LogVar + SVM
0.00979238033
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33TS + LR
0.007658937971
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34FgMDM
0.00607642027
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35TS + EL
0.006040798
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36TS + SVM
0.0059158554199999994
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37MDM
0.004551940515
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38DLCSPauto + shLDA
0.0042039635710000006
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39CSP + LDA
0.0037056161800000003
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40DLCSPauto + shLDA
0.00369364373
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41FgMDM
0.00332279971
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42CSP + LDA
0.003059077913
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43LogVar + LDA
0.002844444774
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44TS + LR
0.00205973584
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45MDM
0.00188059405
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46FgMDM
0.00180466725
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47TRCSP + LDA
0.001778520405
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48TS + LR
0.001118637826
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49MDM
0.000844543333
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50DLCSPauto + shLDA
0.0007442022196
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51CSP + LDA
0.0004474954558
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code