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 451460 of 1655 papers

TitleStatusHype
Cross-Correlation Based Discriminant Criterion for Channel Selection in Motor Imagery BCI Systems0
Cross-individual Recognition of Emotions by a Dynamic Entropy based on Pattern Learning with EEG features0
Cross-paradigm pretraining of convolutional networks improves intracranial EEG decoding0
Canine EEG Helps Human: Cross-Species and Cross-Modality Epileptic Seizure Detection via Multi-Space Alignment0
Cross-Subject Deep Transfer Models for Evoked Potentials in Brain-Computer Interface0
Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method0
Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images0
Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment0
Adaptive Subspace Sampling for Class Imbalance Processing-Some clarifications, algorithm, and further investigation including applications to Brain Computer Interface0
A Survey and Tutorial of EEG-Based Brain Monitoring for Driver State Analysis0
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Benchmark Results

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