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 961970 of 1655 papers

TitleStatusHype
EEGsig: an open-source machine learning-based toolbox for EEG signal processingCode0
Electromagnetic Source Imaging via a Data-Synthesis-Based Convolutional Encoder-Decoder Network0
A novel convolutional neural network model to remove muscle artifacts from EEG0
Learning from Heterogeneous EEG Signals with Differentiable Channel Reordering0
Effects of simultaneous real-time fMRI and EEG neurofeedback in major depressive disorder evaluated with brain electromagnetic tomography0
Continuous monitoring of cognitive load using advanced computerized analysis of brain signals during virtual simulator training for laparoscopic surgery, reflects laparoscopic dexterity. A comparative study using a novel wireless device0
Learning Patterns in Imaginary Vowels for an Intelligent Brain Computer Interface (BCI) Design0
Deep Neural Dynamic Bayesian Networks applied to EEG sleep spindles modelingCode0
Monitoring Trust in Human-Machine Interactions for Public Sector Applications0
Electroencephalography signal processing based on textural features for monitoring the driver's state by a Brain-Computer Interface0
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Benchmark Results

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