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 341350 of 1655 papers

TitleStatusHype
Towards Fast Single-Trial Online ERP based Brain-Computer Interface using dry EEG electrodes and neural networks: a pilot studyCode0
Topological biomarkers for real-time detection of epileptic seizures0
Electroencephalography and mild cognitive impairment research: A scoping review and bibliometric analysis (ScoRBA)0
BCI-Walls: A robust methodology to predict success or failure in brain computer interfaces0
Recursive Estimation of User Intent from Noninvasive Electroencephalography using Discriminative ModelsCode0
Automatic Seizure Prediction using CNN and LSTM0
Review on Classification Techniques used in Biophysiological Stress Monitoring0
MAEEG: Masked Auto-encoder for EEG Representation Learning0
A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG DataCode1
Embedding neurophysiological signalsCode0
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Benchmark Results

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