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

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Showing 626–650 of 1655 papers

TitleStatusHype
EEG based Emotion Recognition: A Tutorial and Review—0
EEG based Emotion Recognition of Image Stimuli—0
An Evaluation of the EEG alpha-to-theta and theta-to-alpha band Ratios as Indexes of Mental Workload—0
Development of Sleep State Trend (SST), a bedside measure of neonatal sleep state fluctuations based on single EEG channels—0
EEG-based Emotion Recognition via Efficient Convolutional Neural Network and Contrastive Learning—0
Beware of Overestimated Decoding Performance Arising from Temporal Autocorrelations in Electroencephalogram Signals—0
EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers—0
EEG-based Image Feature Extraction for Visual Classification using Deep Learning—0
EEG-Based Inter-Patient Epileptic Seizure Detection Combining Domain Adversarial Training with CNN-BiLSTM Network—0
EEG-based Multimodal Representation Learning for Emotion Recognition—0
EEG-Based Reaction Time Prediction with Fuzzy Common Spatial Patterns and Phase Cohesion using Deep Autoencoder Based Data Fusion—0
EEG-based Sleep Staging with Hybrid Attention—0
EEG based stress analysis using rhythm specific spectral feature for video gameplay—0
Detection of Sleep Oxygen Desaturations from Electroencephalogram Signals—0
EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks—0
EEG-Based User Reaction Time Estimation Using Riemannian Geometry Features—0
EEG-based video identification using graph signal modeling and graph convolutional neural network—0
Benefit-aware Early Prediction of Health Outcomes on Multivariate EEG Time Series—0
EEG changes and motor deficits in Parkinson's disease patients: Correlation of motor scales and EEG power bands—0
A Neural-Inspired Architecture for EEG-Based Auditory Attention Detection—0
EEG Classification based on Image Configuration in Social Anxiety Disorder—0
EEG classifier cross-task transfer to avoid training sessions in robot-assisted rehabilitation—0
A Generative Model to Synthesize EEG Data for Epileptic Seizure Prediction—0
A Change Dynamic Model for the Online Detection of Gradual Change—0
Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier, Autoencoders and Fuzzy Entropies—0
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All datasetsSEED-IVHS-SSVEPSEED

Benchmark Results

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