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 13911400 of 1655 papers

TitleStatusHype
A Neural-Inspired Architecture for EEG-Based Auditory Attention Detection0
An Evaluation of the EEG alpha-to-theta and theta-to-alpha band Ratios as Indexes of Mental Workload0
An Evoked Potential-Guided Deep Learning Brain Representation For Visual Classification0
A New Method for Epileptic Seizure Classification in EEG Using Adapted Wavelet Packets0
A new model for the implementation of positive and negative emotion recognition0
A New Neuromorphic Computing Approach for Epileptic Seizure Prediction0
A New Statistical Model of Electroencephalogram Noise Spectra for Real-time Brain-Computer Interfaces0
An Explainable Model for EEG Seizure Detection based on Connectivity Features0
An Improved EEG Acquisition Protocol Facilitates Localized Neural Activation0
An intertwined neural network model for EEG classification in brain-computer interfaces0
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Benchmark Results

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