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BNCI2015-004 MOABB
Motor Imagery on BNCI2015-004 MOABB
Metric: AUC-ROC (higher is better)
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#
Model
↕
AUC-ROC
▼
Extra Data
Paper
Date
↕
Code
1
TS + SVM
62.55243744444444
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
2
ACM + TS + SVM
62.00432277777777
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
3
TS + LR
61.008716111111106
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
4
TS + EL
58.70323127777778
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
5
FgMDM
58.31313783333333
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
6
ShallowConvNet
57.22930833333333
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
7
DeepConvNet
57.07518416666667
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
8
EEGNet-8,2
54.19855455555555
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
9
CSP + LDA
54.02069177777777
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
10
DLCSPauto + shLDA
53.02189611111111
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
11
EEGNeX
53.01977022222223
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
12
FBCSP + SVM
52.50602344444445
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
13
CSP + SVM
52.0801445
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
14
EEGITNet
51.408021500000004
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
15
EEGTCNet
51.220592611111115
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
16
MDM
48.451672277777774
No
The largest EEG-based BCI reproducibility study ...
2024-04-03
Code
#1
TS + SVM
SOTA
62.55243744444444
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#2
ACM + TS + SVM
62.00432277777777
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#3
TS + LR
61.008716111111106
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#4
TS + EL
58.70323127777778
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#5
FgMDM
58.31313783333333
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#6
ShallowConvNet
57.22930833333333
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#7
DeepConvNet
57.07518416666667
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#8
EEGNet-8,2
54.19855455555555
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#9
CSP + LDA
54.02069177777777
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#10
DLCSPauto + shLDA
53.02189611111111
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#11
EEGNeX
53.01977022222223
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#12
FBCSP + SVM
52.50602344444445
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#13
CSP + SVM
52.0801445
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#14
EEGITNet
51.408021500000004
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#15
EEGTCNet
51.220592611111115
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code
#16
MDM
48.451672277777774
AUC-ROC
· 2024-04-03
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
Code