List your company
ResearchFormerly WizWand

EEG Classification on EEG state classification dataset 4 states

83.69Mean Classification AccuracyTinyCNNDeep
20.71837.066553.41569.7635Jun 25, 2026
Updated 4mo ago

Evaluation results

MethodLinks
TinyCNNDeepCategory=Proposed, Approach=Image-based, Feature Domain=Time + Frequency2026.0683.69
Random ForestCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.0647.66
Gradient BoostingCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.0646.17
Random ForestCategory=Classical Machine Learning, Feature Domain=Time Domain2026.0645.03
Logistic RegressionCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.0644.4
SVMCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.0644.29
Random ForestCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.0644.11
Gradient BoostingCategory=Classical Machine Learning, Feature Domain=Time Domain2026.0643.71
Logistic RegressionCategory=Classical Machine Learning, Feature Domain=Time Domain2026.0642.4
SVMCategory=Classical Machine Learning, Feature Domain=Time Domain2026.0642.34
SVMCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.0641.6
Logistic RegressionCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.0641.2
KNNCategory=Classical Machine Learning, Feature Domain=Time + Frequency2026.0640.51
Gradient BoostingCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.0640.29
KNNCategory=Classical Machine Learning, Feature Domain=Frequency Domain2026.0640.23
KNNCategory=Classical Machine Learning, Feature Domain=Time Domain2026.0635.89
EEGNetCategory=Deep Learning, Feature Domain=Time Domain2026.0628.4
DeepConvNetCategory=Deep Learning, Feature Domain=Frequency Domain2026.0627.31
EEGNetCategory=Deep Learning, Feature Domain=Time + Frequency2026.0627.09
DeepConvNetCategory=Deep Learning, Feature Domain=Time Domain2026.0625.89
ShallowConvNetCategory=Deep Learning, Feature Domain=Time + Frequency2026.0625.71
ShallowConvNetCategory=Deep Learning, Feature Domain=Time Domain2026.0625.43
DeepConvNetCategory=Deep Learning, Feature Domain=Time + Frequency2026.0625.37
ShallowConvNetCategory=Deep Learning, Feature Domain=Frequency Domain2026.0624.34
EEGNetCategory=Deep Learning, Feature Domain=Frequency Domain2026.0623.14