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 13211330 of 1655 papers

TitleStatusHype
Adversarial Feature Learning in Brain Interfacing: An Experimental Study on Eliminating Drowsiness Effects0
Adversarial Stimuli: Attacking Brain-Computer Interfaces via Perturbed Sensory Events0
A Dynamic Domain Adaptation Deep Learning Network for EEG-based Motor Imagery Classification0
Affective Brain-Computer Interfaces: A Tutorial to Choose Performance Measuring Metric0
Affective EEG-Based Person Identification Using the Deep Learning Approach0
AFPM: Alignment-based Frame Patch Modeling for Cross-Dataset EEG Decoding0
A framework for seizure detection using effective connectivity, graph theory and deep modular neural networks0
A framework to reconcile frequency scaling measurements, from intracellular recordings, local-field potentials, up to EEG and MEG signals0
A GA-based feature selection of the EEG signals by classification evaluation: Application in BCI systems0
A Generalised Seizure Prediction with Convolutional Neural Networks for Intracranial and Scalp Electroencephalogram Data Analysis0
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Benchmark Results

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