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SOTA
Within-Session ERP
Within Session Erp On Sosulski2019 Moabb
Within Session Erp On Sosulski2019 Moabb
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
88.82306907692308
254.26117153846155
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWNCov + TS + SVM
87.28411109999999
4.33317254
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNet-8,2
87.13865323076924
169.22427923076924
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
EEGNeX
86.17639538461539
292.10557615384613
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWNCov + MDM
86.07416710000001
2.812111245
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ShallowConvNet
78.35273161538461
215.27583423076925
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ERPCov(svd_n=4) + MDM
70.632222375
1.6276701575
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
ERPCov + MDM
68.16548655
12.6986916875
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
XDAWN + LDA
67.48655605
7.327161445
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark
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Within Session Erp On Sosulski2019 Moabb | SOTA | HyperAI