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 981990 of 1655 papers

TitleStatusHype
Progress in neural networks for EEG signal recognition in 20210
Progressive Graph Convolution Network for EEG Emotion Recognition0
Protecting Multiple Types of Privacy Simultaneously in EEG-based Brain-Computer Interfaces0
Protecting Privacy of Users in Brain-Computer Interface Applications0
Protecting the Future: Neonatal Seizure Detection with Spatial-Temporal Modeling0
ProtoEEGNet: An Interpretable Approach for Detecting Interictal Epileptiform Discharges0
Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces0
PSEUDo: Interactive Pattern Search in Multivariate Time Series with Locality-Sensitive Hashing and Relevance Feedback0
Quantifying Synchronization in a Biologically Inspired Neural Network0
Quantum calcium-ion interactions with EEG0
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Benchmark Results

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