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 391400 of 1655 papers

TitleStatusHype
Subject-independent trajectory prediction using pre-movement EEG during grasp and lift task0
Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific TrainingCode1
SaleNet: A low-power end-to-end CNN accelerator for sustained attention level evaluation using EEG0
EEG-based Emotion Recognition via Efficient Convolutional Neural Network and Contrastive Learning0
Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure0
Classification of Electroencephalograms during Mathematical Calculations Using Deep Learning0
Periodic and non-periodic brainwaves emerging via random syncronization of closed loops of firing neurons0
Finding neural signatures for obesity through feature selection on source-localized EEG0
Decoding speech perception from non-invasive brain recordingsCode2
Development of Sleep State Trend (SST), a bedside measure of neonatal sleep state fluctuations based on single EEG channels0
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Benchmark Results

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