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
EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks0
EEG-based Subjects Identification based on Biometrics of Imagined Speech using EMD0
Brain Source Localization by Alternating Projection0
Ensemble approach for detection of depression using EEG features0
A Novel Independent RNN Approach to Classification of Seizures against Non-seizures0
Ensemble emotion recognizing with multiple modal physiological signals0
AI Neurotechnology for Aging Societies -- Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods0
Addressing Class Imbalance in Classification Problems of Noisy Signals by using Fourier Transform Surrogates0
Entropy-Assisted Multi-Modal Emotion Recognition Framework Based on Physiological Signals0
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device0
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Benchmark Results

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