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 941950 of 1655 papers

TitleStatusHype
Anchored-STFT and GNAA: An extension of STFT in conjunction with an adversarial data augmentation technique for the decoding of neural signals0
Semi-Supervised Learning for Sparsely-Labeled Sequential Data: Application to Healthcare Video ProcessingCode0
Conditional canonical correlation estimation based on covariates with random forestsCode0
Deep Learning in EEG: Advance of the Last Ten-Year Critical Period0
Patient-independent Epileptic Seizure Prediction using Deep Learning Models0
Patient-Specific Seizure Prediction Using Single Seizure Electroencephalography Recording0
Deep learning-based classification of fine hand movements from low frequency EEG0
REPAC: Reliable estimation of phase-amplitude coupling in brain networks0
Overlapping neural representations for the position of visible and imagined objects0
Correlation based Multi-phasal models for improved imagined speech EEG recognition0
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Benchmark Results

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