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 441450 of 1655 papers

TitleStatusHype
Calibration-Free Driver Drowsiness Classification based on Manifold-Level AugmentationCode0
CropCat: Data Augmentation for Smoothing the Feature Distribution of EEG Signals0
Classification of Distraction Levels Using Hybrid Deep Neural Networks From EEG Signals0
Nonparametric Independent Component Analysis for the Sources with Mixed Spectra0
Overview of The MediaEval 2022 Predicting Video Memorability Task0
Changes in Power and Information Flow in Resting-state EEG by Working Memory Process0
A Hybrid Brain-Computer Interface Using Motor Imagery and SSVEP Based on Convolutional Neural Network0
Neural Underpinnings of Decoupled Ethical Behavior in Adolescents as an Interaction of Peer and Personal Values0
EEG Opto-processor: epileptic seizure detection using diffractive photonic computing units0
EEG-NeXt: A Modernized ConvNet for The Classification of Cognitive Activity from EEG0
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Benchmark Results

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