HyperAI超神经

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HyperAI超神经

Within Session Motor Imagery Left Hand Vs 7

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

				Paper Title	Repository
CSP + LDA	72.29885057471265	0.0031280651400344825	6.032976467126437	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM	70.97701149425288	0.44081082241379316	18.935673712643677	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM	70.86206896551724	0.006155834353908047	12.416171135632183	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA	70.3448275862069	0.002772973099505747	5.865132493643678	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM	70.11494252873564	0.005158950352873563	9.313418644827586	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR	69.3103448275862	0.0020542086796666668	4.086728204942529	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + EL	68.67816091954023	0.00418902949183908	7.833182418390805	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM	68.44827586206897	0.00357418835862069	7.287723882183908	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TRCSP + LDA	67.29885057471265	0.0028938624342988504	5.785437376344828	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM	65.63218390804599	0.05493400862068966	0.29933049333333334	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM	62.98850574712643	0.002936805686195402	6.130959453310345	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + LDA	61.7816091954023	0.0037351209763448272	7.392233189712644	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
LogVar + SVM	61.37931034482759	0.00378480009954023	7.829565021494252	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet	60.80459770114942	13.571865731034483	73.86500129885057	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2	57.98850574712644	9.758972163218392	53.113962264367814	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet	56.03448275862068	5.162565710344827	28.097837931034483	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet	52.18390804597701	8.672446098850575	47.200400390804596	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet	51.26436781609196	21.768854620689655	118.47680619540229	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX	49.02298850574712	16.20613807471264	88.2030973908046	The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark

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