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 611620 of 1655 papers

TitleStatusHype
Application of Topological Data Analysis to Delirium Detection0
Classification of Autism Spectrum Disorder Using Supervised Learning of Brain Connectivity Measures Extracted from Synchrostates0
Application of statistical analysis to working memory problem0
Classification of auditory stimuli from EEG signals with a regulated recurrent neural network reservoir0
Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement0
Application of Machine Learning to Sleep Stage Classification0
Classification at the Accuracy Limit -- Facing the Problem of Data Ambiguity0
Classification and Recognition of Encrypted EEG Data Neural Network0
Application of Dictionary Learning in Alleviating Computational Burden of EEG Source Localization0
A Lightweight Domain Adversarial Neural Network Based on Knowledge Distillation for EEG-based Cross-subject Emotion Recognition0
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Benchmark Results

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