HyperAI

Within Session Motor Imagery All Classes On 3

Metrics

Accuracy
CO2 Emission (g)
training time (s)

Results

Performance results of various models on this benchmark

Model Name
Accuracy
CO2 Emission (g)
training time (s)
Paper TitleRepository
TS + EL59.9344089908256950.01305955973944954225.291020102752295The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX26.686157568807340.05930860968807339522.783741321100916The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DLCSPauto + shLDA46.848806715596330.0054563092990825698.482141944036696The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + LDA47.734275761467890.00547289384128440458.780583234862386The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGITNet26.1547983853211040.414927385486238513.559821752293578The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet41.871242100917430.03867756000917431415.891879321100918The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FgMDM55.04380091743120.0020206010440366973.204224353211009The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + LR58.554412660550460.00100411900678899072.2208920137614676The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,229.035938899082570.02484889142660550210.598362683486238The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
FBCSP + SVM45.4935030000000040.0661815653302752468.7581273853211The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ACM + TS + SVM56.680573179487182.33042630220512892.28611607692308The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
CSP + SVM48.517754908256881.97427644880733941190.5449858715597The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
TS + SVM58.4586002385321140.024375258629357848.31867250642202The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGTCNet25.7902623577981662.775006954073394418.127433243119267The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
MDM42.964540422018350.0032812707807339456.167569839633027The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
DeepConvNet27.6827073577981650.03496637549541284414.11812210091743The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
0 of 16 row(s) selected.