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 741750 of 1655 papers

TitleStatusHype
Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices0
Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images0
BRAIN2DEPTH: Lightweight CNN Model for Classification of Cognitive States from EEG Recordings0
Transformer-based Spatial-Temporal Feature Learning for EEG DecodingCode1
Artifact Detection and Correction in EEG data: A Review0
Wheelchair automation by a hybrid BCI system using SSVEP and eye blinks0
CogAlign: Learning to Align Textual Neural Representations to Cognitive Language Processing SignalsCode0
Neuroadaptive electroencephalography: a proof-of-principle study in infantsCode0
Subject-Independent Brain-Computer Interface for Decoding High-Level Visual Imagery Tasks0
A highly scalable repository of waveform and vital signs data from bedside monitoring devices0
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Benchmark Results

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