SOTAVerified

Electroencephalogram (EEG)

Electroencephalogram (EEG) is a method of recording brain activity using electrophysiological indexes. When the brain is active, a large number of postsynaptic potentials generated synchronously by neurons are formed after summation. It records the changes of electric waves during brain activity and is the overall reflection of the electrophysiological activities of brain nerve cells on the surface of cerebral cortex or scalp. Brain waves originate from the postsynaptic potential of the apical dendrites of pyramidal cells. The formation of synchronous rhythm of EEG is also related to the activity of nonspecific projection system of cortex and thalamus. EEG is the basic theoretical research of brain science. EEG monitoring is widely used in its clinical application.

Papers

Showing 161170 of 1655 papers

TitleStatusHype
HypUC: Hyperfine Uncertainty Calibration with Gradient-boosted Corrections for Reliable Regression on Imbalanced Electrocardiograms0
Sparsity-Driven EEG Channel Selection for Brain-Assisted Speech Enhancement0
Neurophysiological Response Based on Auditory Sense for Brain Modulation Using Monaural Beat0
Relationship Between Mood, Sleepiness, and EEG Functional Connectivity by 40 Hz Monaural Beats0
Sample Dominance Aware Framework via Non-Parametric Estimation for Spontaneous Brain-Computer Interface0
New Approach for an Affective Computing-Driven Quality of Experience (QoE) Prediction0
Enhancing Motor Imagery Decoding in Brain Computer Interfaces using Riemann Tangent Space Mapping and Cross Frequency Coupling0
Improved Motor Imagery Classification Using Adaptive Spatial Filters Based on Particle Swarm Optimization Algorithm0
Reputation-Based Federated Learning Defense to Mitigate Threats in EEG Signal Classification0
Stabilizing Subject Transfer in EEG Classification with Divergence Estimation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BiHDMAccuracy74.35Unverified
2DGCNNAccuracy69.88Unverified
3DBNAccuracy66.77Unverified
#ModelMetricClaimedVerifiedStatus
1MultitaskSSVEPAccuracy (5-fold)92.2Unverified
#ModelMetricClaimedVerifiedStatus
1DBNAccuracy86.08Unverified