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 731740 of 1655 papers

TitleStatusHype
Noise-based cyberattacks generating fake P300 waves in brain–computer interfacesCode0
EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli ClassificationCode1
Sleep syndromes onset detection based on automatic sleep staging algorithmCode0
Complex common spatial patterns on time-frequency decomposed EEG for brain-computer interfaceCode0
Complex network modelling of EEG band coupling in dyslexia: an exploratory analysis of auditory processing and diagnosis0
Towards Natural Brain-Machine Interaction using Endogenous Potentials based on Deep Neural Networks0
CADDA: Class-wise Automatic Differentiable Data Augmentation for EEG Signals0
Learning Signal Representations for EEG Cross-Subject Channel Selection and Trial Classification0
Extracting Different Levels of Speech Information from EEG Using an LSTM-Based ModelCode1
EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals0
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Benchmark Results

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