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 751760 of 1655 papers

TitleStatusHype
AI Neurotechnology for Aging Societies -- Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods0
Epileptic seizure classification using statistical sampling and a novel feature selection algorithm0
Epileptic Seizure Detection: A Deep Learning Approach0
Epileptic Seizure Detection and Classification using Time-Frequency Features in EEG Signals0
Addressing Class Imbalance in Classification Problems of Noisy Signals by using Fourier Transform Surrogates0
Epileptic Seizure Forecasting: Probabilistic seizure-risk assessment and data-fusion0
Epileptic Seizure Prediction: A Semi-Dilated Convolutional Neural Network Architecture0
Epileptic seizure prediction using Pearson's product-moment correlation coefficient of a linear classifier from generalized Gaussian modeling0
Epileptic Seizure Risk Assessment by Multi-Channel Imaging of the EEG0
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device0
Show:102550
← PrevPage 76 of 166Next →

Benchmark Results

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