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SOTA
Within-Session ERP
Within Session Erp On Braininvaders2014A
Within Session Erp On Braininvaders2014A
Metrics
AUC-ROC
training time (s)
Results
Performance results of various models on this benchmark
Columns
Model Name
AUC-ROC
training time (s)
Paper Title
EEGITNet
86.65828684375
22.878644265625
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWNCov + TS + SVM
85.766639203125
2.4124490578125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
85.082494609375
40.16552703125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
82.089285546875
17.4438248203125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWNCov + MDM
80.87908620312501
0.55664274078125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ERPCov(svd_n=4) + MDM
72.112766
0.593198109375
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ERPCov + MDM
71.61664846875
2.19471158046875
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWN + LDA
66.600249390625
1.09766276640625
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
63.189278171874996
11.1103096703125
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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Within Session Erp On Braininvaders2014A | SOTA | HyperAI