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 931940 of 1655 papers

TitleStatusHype
Interoception Underlies The Therapeutic Effects of Mindfulness Meditation for Post-Traumatic Stress Disorder: A Randomized Clinical Trial0
The "Sound of Silence" in EEG -- Cognitive voice activity detection0
Application of Topological Data Analysis to Delirium Detection0
Downsampling and geometric feature methods for EEG classification tasks with CNNs0
Deep Multi-Task Learning for SSVEP Detection and Visual Response MappingCode1
Transfer Learning and SpecAugment applied to SSVEP Based BCI Classification0
Interpreting Imagined Speech Waves with Machine Learning techniques0
Latent neural source recovery via transcoding of simultaneous EEG-fMRI0
Classifying Songs with EEG0
Reduced neural activity during volatile anesthesia compared to TIVA: evidence from a novel EEG signal processing analysis0
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Benchmark Results

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