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Within Session Motor Imagery Left Hand Vs 6

Metrics

AUC-ROC

CO2 Emission (g)

training time (s)

Results

Performance results of various models on this benchmark

				Paper Title	Repository
ACM + TS + SVM	88.70422614285715	9.49335965	327.9551457142857	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	88.64610935714285	0.044947839499999996	27.018976428571428	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	87.64284414285714	0.020339250814285715	11.905010892857144	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	87.21996714285714	0.005596339442857143	8.187318035714286	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	86.71347114285714	0.10021865657142857	67.09638471428572	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	84.81764307142858	0.48519369357142855	268.71988714285715	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	81.44109821428572	25.420092035714283	138.46111907142856	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	81.2303262857143	0.19315654464285714	109.64171142857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	80.20351621428571	0.13953920821428573	87.55805742857142	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	79.41504057142856	0.020349772242857143	22.148402514285713	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	79.23637321428572	0.032244818214285716	23.25204464285714	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	79.1367927142857	0.018842971650000002	16.598896885714286	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	78.43861257142856	0.014727059297142856	10.265415285714285	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	77.23480071428571	0.005735273075	10.583879442857143	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	77.02151357142857	0.005144324647142857	10.114322803571428	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	75.61966142857143	0.43859431071428573	261.3786007142857	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	74.66472221428572	0.19887899714285712	113.00491099999999	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	68.58403092857142	0.6476672135714285	341.07117250000005	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	61.52606428571429	0.00449722365	5.6453727	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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Within Session Motor Imagery Left Hand Vs 6 | SOTA | HyperAI