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 301310 of 1655 papers

TitleStatusHype
A Wearable EEG System for Closed-Loop Neuromodulation of High-Frequency Sleep-Related Oscillations0
Deep Riemannian Networks for End-to-End EEG DecodingCode0
Toward cross-subject and cross-session generalization in EEG-based emotion recognition: Systematic review, taxonomy, and methods0
A unified information-theoretic model of EEG signatures of human language processing0
Calibration-Free Driver Drowsiness Classification based on Manifold-Level AugmentationCode0
Hybrid Paradigm-based Brain-Computer Interface for Robotic Arm Control0
Overview of The MediaEval 2022 Predicting Video Memorability Task0
Nonparametric Independent Component Analysis for the Sources with Mixed Spectra0
Classification of Distraction Levels Using Hybrid Deep Neural Networks From EEG Signals0
CropCat: Data Augmentation for Smoothing the Feature Distribution of EEG Signals0
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Benchmark Results

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