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 571580 of 1655 papers

TitleStatusHype
A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers0
Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning0
Emotion Classification in Response to Tactile Enhanced Multimedia using Frequency Domain Features of Brain Signals0
Classifying sleep-wake stages through recurrent neural networks using pulse oximetry signals0
Classifying Single-Trial EEG during Motor Imagery with a Small Training Set0
A Robust AUC Maximization Framework with Simultaneous Outlier Detection and Feature Selection for Positive-Unlabeled Classification0
Classifier Transfer with Data Selection Strategies for Online Support Vector Machine Classification with Class Imbalance0
Classification of weak multi-view signals by sharing factors in a mixture of Bayesian group factor analyzers0
A Review on understanding Brain, and Memory Retention and Recall Processes using EEG and fMRI techniques0
A Many Objective Optimization Approach for Transfer Learning in EEG Classification0
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Benchmark Results

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