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 751775 of 1655 papers

TitleStatusHype
Brain Source Localization by Alternating Projection0
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
A Novel Independent RNN Approach to Classification of Seizures against Non-seizures0
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
EpilNet: A Novel Approach to IoT based Epileptic Seizure Prediction and Diagnosis System using Artificial Intelligence0
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
AI Neurotechnology for Aging Societies -- Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods0
Addressing Class Imbalance in Classification Problems of Noisy Signals by using Fourier Transform Surrogates0
Evaluation of Preference of Multimedia Content using Deep Neural Networks for Electroencephalography0
Evaluation of techniques for predicting seizure Build up0
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device0
AADNet: Exploring EEG Spatiotemporal Information for Fast and Accurate Orientation and Timbre Detection of Auditory Attention Based on A Cue-Masked Paradigm0
Examining Uniqueness and Permanence of the WAY EEG GAL dataset toward User Authentication0
EEG based stress analysis using rhythm specific spectral feature for video gameplay0
EEG-based Sleep Staging with Hybrid Attention0
Brain Signals to Rescue Aphasia, Apraxia and Dysarthria Speech Recognition0
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Benchmark Results

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