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 421430 of 1655 papers

TitleStatusHype
Hearables: Ear EEG Based Driver Fatigue Detection0
Machine learning techniques for the Schizophrenia diagnosis: A comprehensive review and future research directions0
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes0
Functional Neural Networks: Shift invariant models for functional data with applications to EEG classification0
Short-length SSVEP data extension by a novel generative adversarial networks based frameworkCode0
BiCurNet: Pre-Movement EEG based Neural Decoder for Biceps Curl Trajectory Estimation0
CLASH: Contrastive learning through alignment shifting to extract stimulus information from EEG0
Shorter Latency of Real-time Epileptic Seizure Detection via Probabilistic Prediction0
Detecting Information Relays in Deep Neural Networks0
Understanding EEG signals for subject-wise Definition of Armoni Activities0
Show:102550
← PrevPage 43 of 166Next →

Benchmark Results

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