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 14811490 of 1655 papers

TitleStatusHype
Learning Cognitive Features from Gaze Data for Sentiment and Sarcasm Classification using Convolutional Neural Network0
Sparsity Enables Estimation of both Subcortical and Cortical Activity from MEG and EEG0
Compressed Factorization: Fast and Accurate Low-Rank Factorization of Compressively-Sensed Data0
Individual Recognition in Schizophrenia using Deep Learning Methods with Random Forest and Voting Classifiers: Insights from Resting State EEG Streams0
Bayesian multi--dipole localization and uncertainty quantification from simultaneous EEG and MEG recordings0
Decline of long-range temporal correlations in the human brain during sustained wakefulness0
The interplay between long- and short-range temporal correlations shapes cortex dynamics across vigilance states0
Deep Recurrent Neural Networks for seizure detection and early seizure detection systems0
DeepKey: An EEG and Gait Based Dual-Authentication System0
Generalized Concomitant Multi-Task Lasso for sparse multimodal regressionCode0
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Benchmark Results

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