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 761770 of 1655 papers

TitleStatusHype
ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task0
Estimating direction in brain-behavior interactions: Proactive and reactive brain states in driving0
Estimating the Location and Orientation of Complex, Correlated Neural Activity using MEG0
Estimating vector fields using sparse basis field expansions0
Evaluation of algorithms for correction of transcranial magnetic stimulation induced artifacts in electroencephalograms0
Addressing Class Imbalance in Classification Problems of Noisy Signals by using Fourier Transform Surrogates0
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device0
Evaluation of Preference of Multimedia Content using Deep Neural Networks for Electroencephalography0
Evaluation of techniques for predicting seizure Build up0
AADNet: Exploring EEG Spatiotemporal Information for Fast and Accurate Orientation and Timbre Detection of Auditory Attention Based on A Cue-Masked Paradigm0
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Benchmark Results

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