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 15311540 of 1655 papers

TitleStatusHype
Brain EEG Time Series Selection: A Novel Graph-Based Approach for Classification0
Brain informed transfer learning for categorizing construction hazards0
Brain Model State Space Reconstruction Using an LSTM Neural Network0
BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian0
Brain Responses During Robot-Error Observation0
Brains and pseudorandom generators0
Brain-scale Theta Band Functional Connectivity As A Signature of Slow Breathing and Breath-hold Phases0
Brain Signals Analysis Based Deep Learning Methods: Recent advances in the study of non-invasive brain signals0
Localization of MEG and EEG Brain Signals by Alternating Projection0
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Benchmark Results

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