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

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Showing 1526–1550 of 1655 papers

TitleStatusHype
An Automated System for Epilepsy Detection using EEG Brain Signals based on Deep Learning ApproachCode0
Multi-Centroid Hyperdimensional Computing Approach for Epileptic Seizure DetectionCode0
Multichannel sleep spindle detection using sparse low-rank optimizationCode0
SleepEEGNet: Automated Sleep Stage Scoring with Sequence to Sequence Deep Learning ApproachCode0
Comparative evaluation of state-of-the-art algorithms for SSVEP-based BCIsCode0
Image-based eeg classification of brain responses to song recordingsCode0
Uncertainty Detection and Reduction in Neural Decoding of EEG SignalsCode0
Imagined speech classification using EEGCode0
Dataset combining EEG, eye-tracking, and high-speed video for ocular activity analysis across BCI paradigmsCode0
Cueless EEG imagined speech for subject identification: dataset and benchmarksCode0
Using Riemannian geometry for SSVEP-based Brain Computer InterfaceCode0
A Mutually-Dependent Hadamard Kernel for Modelling Latent Variable CouplingsCode0
Towards Fast Single-Trial Online ERP based Brain-Computer Interface using dry EEG electrodes and neural networks: a pilot studyCode0
A Monotonicity Constrained Attention Module for Emotion Classification with Limited EEG DataCode0
Subject Adaptive EEG-based Visual RecognitionCode0
Sleep syndromes onset detection based on automatic sleep staging algorithmCode0
Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEGCode0
Improved robust weighted averaging for event-related potentials in EEGCode0
Boosting Factor-Specific Functional Historical Models for the Detection of Synchronisation in Bioelectrical SignalsCode0
Multi-Modal Neuroimaging Analysis and Visualization Tool (MMVT)Code0
Changepoint Detection in Noisy Data Using a Novel Residuals Permutation-Based Method (RESPERM): Benchmarking and Application to Single Trial ERPsCode0
Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG SignalsCode0
SlimSeiz: Efficient Channel-Adaptive Seizure Prediction Using a Mamba-Enhanced NetworkCode0
The Portiloop: a deep learning-based open science tool for closed-loop brain stimulationCode0
Multiple Time Series Fusion Based on LSTM An Application to CAP A Phase Classification Using EEGCode0
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All datasetsSEED-IVHS-SSVEPSEED

Benchmark Results

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