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 13211330 of 1655 papers

TitleStatusHype
Real-Time Sleep Staging using Deep Learning on a Smartphone for a Wearable EEGCode0
Compensated Integrated Gradients to Reliably Interpret EEG Classification0
Unsupervised Learning in Reservoir Computing for EEG-based Emotion Recognition0
Electrophysiological indicators of gesture perception0
Detection of REM Sleep Behaviour Disorder by Automated Polysomnography AnalysisCode0
Nonlinear analysis of EEG complexity in episode and remission phase of recurrent depression0
StationPlot: A New Non-stationarity Quantification Tool for Detection of Epileptic Seizures0
An amplitudes-perturbation data augmentation method in convolutional neural networks for EEG decoding0
Cogni-Net: Cognitive Feature Learning through Deep Visual PerceptionCode0
Evaluation of algorithms for correction of transcranial magnetic stimulation induced artifacts in electroencephalograms0
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Benchmark Results

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