Within-Session Motor Imagery on Schirrmeister2017 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	42.28841732428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ShallowConvNet	40.59940300142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	FBCSP + SVM	36.42587592857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGTCNet	29.02176669	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	FBCSP + SVM	25.420092035714283	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	ACM + TS + SVM	20.32321697142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	ACM + TS + SVM	9.63215142142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	ACM + TS + SVM	9.49335965	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGNet-8,2	6.778447587857142	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	EEGITNet	6.278272536428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	DeepConvNet	6.213161058571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	EEGNeX	4.719508371428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	ShallowConvNet	2.612351642857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGTCNet	2.0679361071428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	DeepConvNet	1.7812169435714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGITNet	1.478115302857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGNet-8,2	0.9416739878571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	CSP + SVM	0.8806029271428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGNeX	0.6476672135714285	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	ShallowConvNet	0.48519369357142855	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	EEGTCNet	0.43859431071428573	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	TS + SVM	0.3588719162857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	TS + EL	0.3353505528571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	EEGITNet	0.19887899714285712	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	DeepConvNet	0.19315654464285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	FBCSP + SVM	0.1834183317857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	TS + EL	0.16102813214285713	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	EEGNet-8,2	0.13953920821428573	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	FgMDM	0.10021865657142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	FgMDM	0.09652152407142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	FgMDM	0.089541701	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	TS + EL	0.044947839499999996	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	TS + SVM	0.04492253178571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	CSP + SVM	0.04334756092857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	CSP + SVM	0.032244818214285716	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	LogVar + SVM	0.020349772242857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	TS + SVM	0.020339250814285715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TRCSP + LDA	0.018842971650000002	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	LogVar + LDA	0.014727059297142856	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	TS + LR	0.014680511778571428	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	MDM	0.012343685785714287	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	TS + LR	0.0075348416357142855	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	MDM	0.007416166485714286	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	CSP + LDA	0.005735273075	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	TS + LR	0.005596339442857143	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	DLCSPauto + shLDA	0.005144324647142857	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	CSP + LDA	0.004620156871428571	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	DLCSPauto + shLDA	0.004526741521428572	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	MDM	0.00449722365	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	CSP + LDA	0.00044260885642857144	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	DLCSPauto + shLDA	0.0004114472164285714	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1EEGNeXSOTA
42.28841732428571
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ShallowConvNet
40.59940300142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3FBCSP + SVM
36.42587592857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGTCNet
29.02176669
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5FBCSP + SVM
25.420092035714283
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6ACM + TS + SVM
20.32321697142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7ACM + TS + SVM
9.63215142142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8ACM + TS + SVM
9.49335965
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9EEGNet-8,2
6.778447587857142
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10EEGITNet
6.278272536428571
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11DeepConvNet
6.213161058571428
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12EEGNeX
4.719508371428572
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13ShallowConvNet
2.612351642857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGTCNet
2.0679361071428572
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15DeepConvNet
1.7812169435714285
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGITNet
1.478115302857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGNet-8,2
0.9416739878571428
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18CSP + SVM
0.8806029271428572
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGNeX
0.6476672135714285
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20ShallowConvNet
0.48519369357142855
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21EEGTCNet
0.43859431071428573
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22TS + SVM
0.3588719162857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23TS + EL
0.3353505528571428
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24EEGITNet
0.19887899714285712
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25DeepConvNet
0.19315654464285714
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26FBCSP + SVM
0.1834183317857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27TS + EL
0.16102813214285713
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28EEGNet-8,2
0.13953920821428573
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29FgMDM
0.10021865657142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30FgMDM
0.09652152407142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31FgMDM
0.089541701
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32TS + EL
0.044947839499999996
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33TS + SVM
0.04492253178571428
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34CSP + SVM
0.04334756092857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35CSP + SVM
0.032244818214285716
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36LogVar + SVM
0.020349772242857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37TS + SVM
0.020339250814285715
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38TRCSP + LDA
0.018842971650000002
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39LogVar + LDA
0.014727059297142856
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40TS + LR
0.014680511778571428
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41MDM
0.012343685785714287
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42TS + LR
0.0075348416357142855
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43MDM
0.007416166485714286
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44CSP + LDA
0.005735273075
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45TS + LR
0.005596339442857143
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46DLCSPauto + shLDA
0.005144324647142857
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47CSP + LDA
0.004620156871428571
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48DLCSPauto + shLDA
0.004526741521428572
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49MDM
0.00449722365
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50CSP + LDA
0.00044260885642857144
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51DLCSPauto + shLDA
0.0004114472164285714
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code