ResearchBenchmarksEEG-based Brain Hemisphere Classification on Necker cubeEEG-based Brain Hemisphere Classification on Necker cubeFollow0.92ROC AUCMLP0.79520.82760.860.8924Sep 17, 2025Evaluation resultsMethodMethodLinksROC AUCF1-ScoreEfficiency ScoreSHAP ImpactMLPFrequency=β, Optimizer...Frequency=β, Optimizer=Rmsprop2025.090.9292——MLPFrequency=γ, Optimizer...Frequency=γ, Optimizer=Rmsprop2025.090.990——MLPFrequency=θ, Optimizer...Frequency=θ, Optimizer=AdaMax2025.090.8382——MLPFrequency=α, Optimizer...Frequency=α, Optimizer=AdaMax2025.090.8182——MLPFrequency=δ, Optimizer...Frequency=δ, Optimizer=AdaMax2025.090.881——