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 191200 of 1655 papers

TitleStatusHype
Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement0
Optimized Feature Selection and Neural Network-Based Classification of Motor Imagery Using EEG Signals0
Chirp Localization via Fine-Tuned Transformer Model: A Proof-of-Concept Study0
Insights into Schizophrenia: Leveraging Machine Learning for Early Identification via EEG, ERP, and Demographic Attributes0
Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method0
Toward Scalable Access to Neurodevelopmental Screening: Insights, Implementation, and Challenges0
Music Therapy based Stress Prediction using Homological Feature Analysis on EEG Signals0
EEGM2: An Efficient Mamba-2-Based Self-Supervised Framework for Long-Sequence EEG Modeling0
M2LADS Demo: A System for Generating Multimodal Learning Analytics Dashboards0
Revisiting Euclidean Alignment for Transfer Learning in EEG-Based Brain-Computer Interfaces0
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Benchmark Results

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