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 851875 of 1655 papers

TitleStatusHype
Multi-Source Domain Adaptation with Transformer-based Feature Generation for Subject-Independent EEG-based Emotion Recognition0
Multi-subject MEG/EEG source imaging with sparse multi-task regression0
Multitaper Spectral Estimation HDP-HMMs for EEG Sleep Inference0
Multi-task Learning with Weak Class Labels: Leveraging iEEG to Detect Cortical Lesions in Cryptogenic Epilepsy0
Multi-Tier Platform for Cognizing Massive Electroencephalogram0
Multivariate Empirical Mode Decomposition of EEG for Mental State Detection at Localized Brain Lobes0
Multi-View Bayesian Correlated Component Analysis0
Multiview Graph Learning with Consensus Graph0
Music Therapy based Stress Prediction using Homological Feature Analysis on EEG Signals0
Mu-suppression detection in motor imagery electroencephalographic signals using the generalized extreme value distribution0
MUTLA: A Large-Scale Dataset for Multimodal Teaching and Learning Analytics0
MutualGraphNet: A novel model for motor imagery classification0
Natural brain-information interfaces: Recommending information by relevance inferred from human brain signals0
Naturalistic Music Decoding from EEG Data via Latent Diffusion Models0
Navigating in Virtual Reality using Thought: The Development and Assessment of a Motor Imagery based Brain-Computer Interface0
NEMAR: An open access data, tools, and compute resource operating on NeuroElectroMagnetic data0
Neonatal EEG Interpretation and Decision Support Framework for Mobile Platforms0
Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture0
Neonatal Seizure Detection using Convolutional Neural Networks0
Neural Causal Discovery with Learnable Input Noise0
Neural complexity -- Statistical-mechanical approach of human electroencephalograms0
Neural Correlates of Face Familiarity Perception0
Neural Language Models with Distant Supervision to Identify Major Depressive Disorder from Clinical Notes0
Neural mass modeling of slow-fast dynamics of seizure initiation and abortion0
Neural Memory Networks for Seizure Type Classification0
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Benchmark Results

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