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 971980 of 1655 papers

TitleStatusHype
Trends in Machine Learning and Electroencephalogram (EEG): A Review for Undergraduate Researchers0
TRIER: Template-Guided Neural Networks for Robust and Interpretable Sleep Stage Identification from EEG Recordings0
Tuning to non-veridical features in attention and perceptual decision-making0
Two-step Input Spatial Auditory BCI for Japanese Kana Characters0
Uncovering the role of semantic and acoustic cues in normal and dichotic listening0
Understanding Brain Connectivity Patterns during Motor Imagery for Brain-Computer Interfacing0
Understanding Brain Dynamics for Color Perception using Wearable EEG headband0
Understanding Consumer Preferences for Movie Trailers from EEG using Machine Learning0
Understanding EEG signals for subject-wise Definition of Armoni Activities0
Understanding effect of speech perception in EEG based speech recognition systems0
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Benchmark Results

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