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 821830 of 1655 papers

TitleStatusHype
Motion Artifacts Correction from Single-Channel EEG and fNIRS Signals using Novel Wavelet Packet Decomposition in Combination with Canonical Correlation Analysis0
Motor-Imagery-Based Brain Computer Interface using Signal Derivation and Aggregation Functions0
Motor Imagery Classification based on CNN-GRU Network with Spatio-Temporal Feature Representation0
Motor Imagery Classification of Single-Arm Tasks Using Convolutional Neural Network based on Feature Refining0
Motor imagery classification using EEG spectrograms0
MP-SeizNet: A Multi-Path CNN Bi-LSTM Network for Seizure-Type Classification Using EEG0
MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging0
MuBiNN: Multi-Level Binarized Recurrent Neural Network for EEG signal Classification0
Multi-Branch Mutual-Distillation Transformer for EEG-Based Seizure Subtype Classification0
Six-center Assessment of CNN-Transformer with Belief Matching Loss for Patient-independent Seizure Detection in EEG0
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Benchmark Results

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