HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery Left Hand Vs 4

评估指标

AUC-ROC

CO2 Emission (g)

training time (s)

评测结果

各个模型在此基准测试上的表现结果

模型名称	AUC-ROC	CO2 Emission (g)	training time (s)	Paper Title	Repository
LogVar + SVM	73.83148148148148	0.0023018676362962964	4.534608688425926	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	75.82777777777778	0.0627169262962963	52.18373611111111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	76.68703703703704	0.0014866114661481482	4.686696781111111	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	70.64722222222223	0.08747840010185186	19.933118574074072	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA	76.88148148148147	0.0012470851392592593	3.3465501966666666	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	83.57037037037037	0.0024145104012962965	5.273111012962963	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	75.07222222222222	0.4983456616666667	2.7125740925925927	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	59.166666666666664	0.08459861206481481	19.277117560185186	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	77.27037037037037	0.005258449698148148	8.139176210185186	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	83.09259259259258	0.0008697607500925927	2.4829364574074075	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	76.2611111111111	0.001290584364037037	3.8623176347222223	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	65.67222222222222	0.06521628261574074	14.961433282407407	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	81.3425925925926	0.0021175731353703705	5.031711893518518	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	55.12222222222223	0.17330265775	39.780105	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	55.681481481481484	0.07880292099074075	17.962674342592592	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	70.22962962962963	0.00100529917	3.1416363901851856	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	84.16666666666667	0.8164949121481482	29.706403990740743	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	66.21296296296296	0.0026458692239444445	6.251461617777778	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	84.74444444444444	0.002646718319444444	4.678475692592593	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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