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 14511460 of 1655 papers

TitleStatusHype
Single-trial P300 Classification using PCA with LDA, QDA and Neural Networks0
Targeting EEG/LFP Synchrony with Neural Nets0
Subject Selection on a Riemannian Manifold for Unsupervised Cross-subject Seizure Detection0
EEG-GRAPH: A Factor-Graph-Based Model for Capturing Spatial, Temporal, and Observational Relationships in Electroencephalograms0
EEG-assisted Modulation of Sound Sources in the Auditory Scene0
Riemannian tangent space mapping and elastic net regularization for cost-effective EEG markers of brain atrophy in Alzheimer's disease0
Post-hoc labeling of arbitrary EEG recordings for data-efficient evaluation of neural decoding methods0
Hierarchical internal representation of spectral features in deep convolutional networks trained for EEG decoding0
Dropping Activation Outputs with Localized First-layer Deep Network for Enhancing User Privacy and Data Security0
Real-time fMRI neurofeedback of the mediodorsal and anterior thalamus enhances correlation between thalamic BOLD activity and alpha EEG rhythm0
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Benchmark Results

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