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 731740 of 1655 papers

TitleStatusHype
A Novel Method for Epileptic Seizure Detection Using Coupled Hidden Markov Models0
Energy Distribution of EEG Signals: EEG Signal Wavelet-Neural Network Classifier0
Energy-Efficient Tree-Based EEG Artifact Detection0
EEG-based video identification using graph signal modeling and graph convolutional neural network0
EEG-Based User Reaction Time Estimation Using Riemannian Geometry Features0
Automated Sleep Staging via Parallel Frequency-Cut Attention0
Brain-Supervised Image Editing0
EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks0
EEG-based Subjects Identification based on Biometrics of Imagined Speech using EMD0
Brain Source Localization by Alternating Projection0
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Benchmark Results

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