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 14911500 of 1655 papers

TitleStatusHype
Bayesian Belief Updating of Spatiotemporal Seizure Dynamics0
Improving classification accuracy of feedforward neural networks for spiking neuromorphic chips0
Deep neural networks on graph signals for brain imaging analysis0
Spatial-Temporal Recurrent Neural Network for Emotion Recognition0
Emotion Specification from Musical Stimuli: An EEG Study with AFA and DFA0
Can Musical Emotion Be Quantified With Neural Jitter Or Shimmer? A Novel EEG Based Study With Hindustani Classical Music0
EEG-Based User Reaction Time Estimation Using Riemannian Geometry Features0
AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups0
Automated Diagnosis of Epilepsy Employing Multifractal Detrended Fluctuation Analysis Based Features0
Multimodal deep learning approach for joint EEG-EMG data compression and classification0
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Benchmark Results

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