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 13011310 of 1655 papers

TitleStatusHype
A Computationally Efficient Multiclass Time-Frequency Common Spatial Pattern Analysis on EEG Motor Imagery0
A Consumer BCI for Automated Music Evaluation Within a Popular On-Demand Music Streaming Service - Taking Listener's Brainwaves to Extremes0
A contrastive-learning approach for auditory attention detection0
ActiveClean: Interactive Data Cleaning While Learning Convex Loss Models0
Active Learning for Black-Box Adversarial Attacks in EEG-Based Brain-Computer Interfaces0
Active Semi-supervised Transfer Learning (ASTL) for Offline BCI Calibration0
Adaptive Gaussian Fuzzy Classifier for Real-Time Emotion Recognition in Computer Games0
Adaptive neural network classifier for decoding MEG signals0
Adaptive Spike-Like Representation of EEG Signals for Sleep Stages Scoring0
Adaptive Template Enhancement for Improved Person Recognition using Small Datasets0
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Benchmark Results

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