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 161170 of 1655 papers

TitleStatusHype
REST: Robust and Efficient Neural Networks for Sleep Monitoring in the WildCode1
edBB: Biometrics and Behavior for Assessing Remote EducationCode1
U-Time: A Fully Convolutional Network for Time Series Segmentation Applied to Sleep StagingCode1
A few filters are enough: Convolutional Neural Network for P300 DetectionCode1
Multi-task Generative Adversarial Learning on Geometrical Shape Reconstruction from EEG Brain SignalsCode1
EEG-Based Emotion Recognition Using Regularized Graph Neural NetworksCode1
EEG-based Emotional Video Classification via Learning Connectivity StructureCode1
Transfer Learning for Brain-Computer Interfaces: A Euclidean Space Data Alignment ApproachCode1
EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signalsCode1
A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time seriesCode1
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Benchmark Results

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