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 13411350 of 1655 papers

TitleStatusHype
A Knowledge-Driven Cross-view Contrastive Learning for EEG Representation0
A large-scale evaluation framework for EEG deep learning architectures0
ALEBk: Feasibility Study of Attention Level Estimation via Blink Detection applied to e-Learning0
Algoritmos de minería de datos en la industria sanitaria0
A Lightweight Domain Adversarial Neural Network Based on Knowledge Distillation for EEG-based Cross-subject Emotion Recognition0
A Locally Adaptive Normal Distribution0
Alpha Wavelet Power as a Biomarker of Antidepressant Treatment Response in Bipolar Depression0
Alzheimer's Disease Diagnosis Based on Cognitive Methods in Virtual Environments and Emotions Analysis0
A Machine Learning Approach to Automatic Classification of Eight Sleep Disorders0
A machine learning model for identifying cyclic alternating patterns in the sleeping brain0
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Benchmark Results

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