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 321330 of 1655 papers

TitleStatusHype
Target-centered Subject Transfer Framework for EEG Data Augmentation0
Tensor Decomposition of Large-scale Clinical EEGs Reveals Interpretable Patterns of Brain PhysiologyCode0
Power Spectral Density-Based Resting-State EEG Classification of First-Episode Psychosis0
STILN: A Novel Spatial-Temporal Information Learning Network for EEG-based Emotion Recognition0
Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative TrainingCode1
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device0
Federated deep transfer learning for EEG decoding using multiple BCI tasks0
A Closed-loop Sleep Modulation System with FPGA-Accelerated Deep Learning0
EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge DistillationCode1
Adversarial Stimuli: Attacking Brain-Computer Interfaces via Perturbed Sensory Events0
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Benchmark Results

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