Brain Decoding on BNCI2014-001 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	ACM + TS + SVM	1.7743017888888888	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
2	ACM + TS + SVM	0.8832741538888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
3	ACM + TS + SVM	0.8372758266666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
4	EEGNeX	0.5342137127777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
5	ShallowConvNet	0.394738715	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
6	EEGNeX	0.31804718277777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
7	FBCSP + SVM	0.30146339333333333	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
8	EEGTCNet	0.28639946055555554	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
9	EEGNeX	0.2859660588888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
10	FBCSP + SVM	0.24335663111111114	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
11	ShallowConvNet	0.23767624	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
12	ShallowConvNet	0.23494162666666668	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
13	EEGTCNet	0.22110831444444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
14	EEGNet-8,2	0.1871718811111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
15	EEGTCNet	0.18110872972222222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
16	EEGNet-8,2	0.16107902277777777	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
17	EEGITNet	0.1597577938888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
18	DeepConvNet	0.15884736222222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
19	EEGITNet	0.1578935777777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
20	EEGITNet	0.14507292438888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
21	DeepConvNet	0.1293751948888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
22	CSP + SVM	0.1285738541111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
23	EEGNet-8,2	0.12332580900000001	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
24	DeepConvNet	0.11586982311111112	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
25	CSP + SVM	0.03449044713888889	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
26	FgMDM	0.03423917689166667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
27	TS + LR	0.023651943657777775	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
28	TS + SVM	0.021483784244444443	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
29	MDM	0.02021859091111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
30	TS + SVM	0.01799459135	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
31	CSP + LDA	0.01768477408111111	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
32	FgMDM	0.014329298037222223	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
33	MDM	0.012491149514444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
34	CSP + LDA	0.010921193731666667	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
35	TS + EL	0.010235186905555556	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
36	TRCSP + LDA	0.008658991335722222	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
37	LogVar + SVM	0.007728553635555556	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
38	TS + EL	0.006551190227777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
39	CSP + SVM	0.0063117480444444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
40	DLCSPauto + shLDA	0.006283899536444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
41	LogVar + LDA	0.005686139496333334	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
42	TS + LR	0.004666705854444444	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
43	FBCSP + SVM	0.004104928794444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
44	DLCSPauto + shLDA	0.0028627887866666665	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
45	TS + EL	0.0018545968405555553	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
46	TS + SVM	0.0013835059555555556	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
47	CSP + LDA	0.0008947458374444445	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
48	TS + LR	0.0007312805027777778	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
49	FgMDM	0.0006420009155555556	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
50	DLCSPauto + shLDA	0.00046965705572222225	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code
51	MDM	0.00043345056416666666	No	The largest EEG-based BCI reproducibility study ...	2024-04-03	Code

#1ACM + TS + SVMSOTA
1.7743017888888888
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#2ACM + TS + SVM
0.8832741538888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#3ACM + TS + SVM
0.8372758266666667
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#4EEGNeX
0.5342137127777778
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#5ShallowConvNet
0.394738715
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#6EEGNeX
0.31804718277777777
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#7FBCSP + SVM
0.30146339333333333
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#8EEGTCNet
0.28639946055555554
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#9EEGNeX
0.2859660588888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#10FBCSP + SVM
0.24335663111111114
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#11ShallowConvNet
0.23767624
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#12ShallowConvNet
0.23494162666666668
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#13EEGTCNet
0.22110831444444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#14EEGNet-8,2
0.1871718811111111
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#15EEGTCNet
0.18110872972222222
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#16EEGNet-8,2
0.16107902277777777
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#17EEGITNet
0.1597577938888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#18DeepConvNet
0.15884736222222223
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#19EEGITNet
0.1578935777777778
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#20EEGITNet
0.14507292438888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#21DeepConvNet
0.1293751948888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#22CSP + SVM
0.1285738541111111
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#23EEGNet-8,2
0.12332580900000001
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#24DeepConvNet
0.11586982311111112
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#25CSP + SVM
0.03449044713888889
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#26FgMDM
0.03423917689166667
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#27TS + LR
0.023651943657777775
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#28TS + SVM
0.021483784244444443
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#29MDM
0.02021859091111111
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#30TS + SVM
0.01799459135
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#31CSP + LDA
0.01768477408111111
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#32FgMDM
0.014329298037222223
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#33MDM
0.012491149514444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#34CSP + LDA
0.010921193731666667
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#35TS + EL
0.010235186905555556
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#36TRCSP + LDA
0.008658991335722222
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#37LogVar + SVM
0.007728553635555556
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#38TS + EL
0.006551190227777778
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#39CSP + SVM
0.0063117480444444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#40DLCSPauto + shLDA
0.006283899536444444
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#41LogVar + LDA
0.005686139496333334
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#42TS + LR
0.004666705854444444
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#43FBCSP + SVM
0.004104928794444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#44DLCSPauto + shLDA
0.0028627887866666665
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#45TS + EL
0.0018545968405555553
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#46TS + SVM
0.0013835059555555556
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#47CSP + LDA
0.0008947458374444445
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#48TS + LR
0.0007312805027777778
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#49FgMDM
0.0006420009155555556
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#50DLCSPauto + shLDA
0.00046965705572222225
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code
#51MDM
0.00043345056416666666
CO2 Emission (g)· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Code