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 281290 of 1655 papers

TitleStatusHype
Artifact detection and localization in single-channel mobile EEG for sleep research using deep learning and attention mechanisms0
AMIGOS: A Dataset for Affect, Personality and Mood Research on Individuals and Groups0
Artifact Detection and Correction in EEG data: A Review0
A Robust Deep Learning Approach for Automatic Classification of Seizures Against Non-seizures0
AMDET: Attention based Multiple Dimensions EEG Transformer for Emotion Recognition0
A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers0
Brain correlates of task-load and dementia elucidation with tensor machine learning using oddball BCI paradigm0
Brain Model State Space Reconstruction Using an LSTM Neural Network0
Brain Signals Analysis Based Deep Learning Methods: Recent advances in the study of non-invasive brain signals0
A Robust AUC Maximization Framework with Simultaneous Outlier Detection and Feature Selection for Positive-Unlabeled Classification0
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Benchmark Results

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