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 11711180 of 1655 papers

TitleStatusHype
Differences in MEG and EEG power-law scaling explained by a coupling between spatial coherence and frequency: a simulation study0
Spatiotemporal Emotion Recognition using Deep CNN Based on EEG during Music ListeningCode0
Direct Estimation of Differential Functional Graphical ModelsCode0
Prediction of Reaction Time and Vigilance Variability from Spatiospectral Features of Resting-State EEG in a Long Sustained Attention Task0
Order patterns, their variation and change points in financial time series and Brownian motion0
Mutual Information-driven Subject-invariant and Class-relevant Deep Representation Learning in BCICode0
Ballistocardiogram artifact reduction in simultaneous EEG-fMRI using deep learning0
Manifold Embedded Knowledge Transfer for Brain-Computer InterfacesCode0
Decoding Working Memory Load from EEG with LSTM Networks0
Neural Memory Plasticity for Anomaly Detection0
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Benchmark Results

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