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 14611470 of 1655 papers

TitleStatusHype
Unidirectional brain to muscle connectivity reveals motor cortex control of leg muscles during stereotyped walking0
Generative Adversarial Networks Conditioned by Brain Signals0
Accounting for the Complex Hierarchical Topology of EEG Phase-Based Functional Connectivity in Network Binarisation0
Converting Your Thoughts to Texts: Enabling Brain Typing via Deep Feature Learning of EEG SignalsCode0
Multi-Person Brain Activity Recognition via Comprehensive EEG Signal Analysis0
Ensemble Classifier for Eye State Classification using EEG Signals0
Neonatal Seizure Detection using Convolutional Neural Networks0
Deep Belief Networks used on High Resolution Multichannel Electroencephalography Data for Seizure Detection0
Deep learning with convolutional neural networks for decoding and visualization of EEG pathologyCode0
Multichannel sleep spindle detection using sparse low-rank optimizationCode0
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Benchmark Results

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