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 11211130 of 1655 papers

TitleStatusHype
EEG based Continuous Speech Recognition using Transformers0
Comparison of the P300 detection accuracy related to the BCI speller and image recognition scenarios0
Multi-Modal Neuroimaging Analysis and Visualization Tool (MMVT)Code0
Bayesian Topological Learning for Brain State Classification0
Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimation0
Continuous Speech Recognition using EEG and Video0
A novel spike-and-wave automatic detection in EEG signals0
Improved Explanatory Efficacy on Human Affect and Workload through Interactive Process in Artificial Intelligence0
Seizure Prediction Using Bidirectional LSTM0
Automated Pipeline for EEG Artifact Reduction (APPEAR) Recorded during fMRICode0
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Benchmark Results

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