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 451460 of 1655 papers

TitleStatusHype
Global dynamics of neural mass models0
A library of quantitative markers of seizure severityCode0
Imaging the time series of one single referenced EEG electrode for Epileptic Seizures Risk Analysis0
Data augmentation for learning predictive models on EEG: a systematic comparisonCode1
Improving self-supervised pretraining models for epileptic seizure detection from EEG data0
An Investigation on Non-Invasive Brain-Computer Interfaces: Emotiv Epoc+ Neuroheadset and Its Effectiveness0
A Multimodal Perceived Stress Classification Framework using Wearable Physiological Sensors0
ConTraNet: A single end-to-end hybrid network for EEG-based and EMG-based human machine interfaces0
Deep representation of EEG data from Spatio-Spectral Feature Images0
Seizure Detection and Prediction by Parallel Memristive Convolutional Neural NetworksCode1
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Benchmark Results

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