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 12811290 of 1655 papers

TitleStatusHype
Labeler-hot Detection of EEG Epileptic Transients0
SeizureNet: Multi-Spectral Deep Feature Learning for Seizure Type ClassificationCode0
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning ApproachCode0
Speech Recognition with no speech or with noisy speech0
1D Convolutional Neural Network Models for Sleep Arousal Detection0
Cortical recruitment and functional dynamics in postural control adaptation and habituation during vibratory proprioceptive stimulation0
A tutorial on group effective connectivity analysis, part 2: second level analysis with PEB0
Epileptic seizure classification using statistical sampling and a novel feature selection algorithm0
Intra- and Inter-epoch Temporal Context Network (IITNet) Using Sub-epoch Features for Automatic Sleep Scoring on Raw Single-channel EEGCode0
Gamma band oscillations reflect sensory and affective dimensions of pain0
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Benchmark Results

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