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 881890 of 1655 papers

TitleStatusHype
Resting-state EEG sex classification using selected brain connectivity representation0
Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree0
Fluctuations in EEG band power at subject-specific timescales over minutes to days explain changes in seizure evolutions0
Light-Weight 1-D Convolutional Neural Network Architecture for Mental Task Identification and Classification Based on Single-Channel EEG0
Improving EEG Decoding via Clustering-based Multi-task Feature Learning0
Quantifying Synchronization in a Biologically Inspired Neural Network0
Automatic Micro-sleep Detection under Car-driving Simulation Environment using Night-sleep EEG0
Predicting the Transition from Short-term to Long-term Memory based on Deep Neural Network0
Cross-Correlation Based Discriminant Criterion for Channel Selection in Motor Imagery BCI Systems0
Comparison of Attention-based Deep Learning Models for EEG Classification0
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Benchmark Results

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