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 651660 of 1655 papers

TitleStatusHype
Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain AdaptationCode0
Wavelet-Based Multi-Class Seizure Type Classification System0
Low Latency Real-Time Seizure Detection Using Transfer Deep Learning0
Significant Low-dimensional Spectral-temporal Features for Seizure Detection0
Grasp-and-Lift Detection from EEG Signal Using Convolutional Neural Network0
Spectrally Adaptive Common Spatial Patterns0
Dimensional criterion for forecasting nonlinear systems by reservoir computing0
Efficacy of Transformer Networks for Classification of Raw EEG Data0
AI-based artistic representation of emotions from EEG signals: a discussion on fairness, inclusion, and aestheticsCode0
An Olfactory EEG Signal Classification Network Based on Frequency Band Feature Extraction0
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Benchmark Results

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