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 981990 of 1655 papers

TitleStatusHype
Reduced neural activity during volatile anesthesia compared to TIVA: evidence from a novel EEG signal processing analysis0
EEG based Major Depressive disorder and Bipolar disorder detection using Neural Networks: A review0
Multi-center validation study of automated classification of pathological slowing in adult scalp electroencephalograms via frequency features0
Cross-individual Recognition of Emotions by a Dynamic Entropy based on Pattern Learning with EEG features0
An Explainable Model for EEG Seizure Detection based on Connectivity Features0
CogniFNN: A Fuzzy Neural Network Framework for Cognitive Word Embedding Evaluation0
A Novel Transferability Attention Neural Network Model for EEG Emotion Recognition0
Analysis of artifacts in EEG signals for building BCIs0
Accurate and efficient Simulation of very high-dimensional Neural Mass Models with distributed-delay Connectome Tensors0
Deep learning denoising for EOG artifacts removal from EEG signals0
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Benchmark Results

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