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 14411450 of 1655 papers

TitleStatusHype
A simple EEG-based decision tool for neonatal therapeutic hypothermia in hypoxic-ischemic encephalopathy0
A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives0
A single channel sleep-spindle detector based on multivariate classification of EEG epochs: MUSSDET.0
A SPA-based Manifold Learning Framework for Motor Imagery EEG Data Classification0
Assessing Functional Neural Connectivity as an Indicator of Cognitive Performance0
Assessing learned features of Deep Learning applied to EEG0
Assessing Rate limits Using Behavioral and Neural Responses of Interaural-Time-Difference Cues in Fine-Structure and Envelope0
Assessment of Subjective Creativity Skill Using EEG Induced Capsule Network0
Assessment of Unconsciousness for Memory Consolidation Using EEG Signals0
A state-space model of cross-region dynamic connectivity in MEG/EEG0
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Benchmark Results

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