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 14311440 of 1655 papers

TitleStatusHype
A review on Epileptic Seizure Detection using Machine Learning0
A Review on understanding Brain, and Memory Retention and Recall Processes using EEG and fMRI techniques0
A Robust AUC Maximization Framework with Simultaneous Outlier Detection and Feature Selection for Positive-Unlabeled Classification0
A Robust Deep Learning Approach for Automatic Classification of Seizures Against Non-seizures0
Artifact Detection and Correction in EEG data: A Review0
Artifact detection and localization in single-channel mobile EEG for sleep research using deep learning and attention mechanisms0
Artifact reduction in multichannel pervasive EEG using hybrid WPT-ICA and WPT-EMD signal decomposition techniques0
A Rule-Based EEG Classification System for Discrimination of Hand Motor Attempts in Stroke Patients0
A self-paced BCI system with low latency for motor imagery onset detection based on time series prediction paradigm0
A semi-supervised deep learning algorithm for abnormal EEG identification0
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Benchmark Results

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