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 861870 of 1655 papers

TitleStatusHype
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
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Benchmark Results

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