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 581590 of 1655 papers

TitleStatusHype
Automated Feature Extraction on AsMap for Emotion Classification using EEG0
Chronic iEEG recordings and interictal spike rate reveal multiscale temporal modulations in seizure states0
Domain-Invariant Representation Learning from EEG with Private EncodersCode1
Exploration of Hyperdimensional Computing Strategies for Enhanced Learning on Epileptic Seizure DetectionCode0
Enhanced motor imagery-based EEG classification using a discriminative graph Fourier subspace0
Inferring Brain Dynamics via Multimodal Joint Graph Representation EEG-fMRI0
Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic SettingCode1
Coupled Support Tensor Machine Classification for Multimodal Neuroimaging DataCode0
NEAR - Newborns EEG Artifact RemovalCode1
Deep Optimal Transport for Domain Adaptation on SPD ManifoldsCode0
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Benchmark Results

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