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 871880 of 1655 papers

TitleStatusHype
MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging0
Assessment of Subjective Creativity Skill Using EEG Induced Capsule Network0
Conex-Connect: Learning Patterns in Extremal Brain Connectivity From Multi-Channel EEG Data0
Joint Learning of Full-structure Noise in Hierarchical Bayesian Regression ModelsCode0
Linking Attention-Based Multiscale CNN With Dynamical GCN for Driving Fatigue Detection0
Occipital and left temporal instantaneous amplitude and frequency oscillations correlated with access and phenomenal consciousnessCode0
Towards Real-World BCI: CCSPNet, A Compact Subject-Independent Motor Imagery FrameworkCode0
Is the brain macroscopically linear? A system identification of resting state dynamicsCode0
Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals0
Improving J-divergence of brain connectivity states by graph Laplacian denoising0
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Benchmark Results

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