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 601625 of 1655 papers

TitleStatusHype
Towards Privacy-Preserving Neural Architecture Search0
Multi-Tier Platform for Cognizing Massive Electroencephalogram0
Changepoint Detection in Noisy Data Using a Novel Residuals Permutation-Based Method (RESPERM): Benchmarking and Application to Single Trial ERPsCode0
Energy-Efficient Tree-Based EEG Artifact Detection0
Unsupervised Motor Imagery Saliency Detection Based on Self-Attention Mechanism0
Is the Contralateral Delay Activity (CDA) a robust neural correlate for Visual Working Memory (VWM) tasks? A reproducibility study0
Benchmarking Domain Generalization on EEG-based Emotion Recognition0
An Adaptive Task-Related Component Analysis Method for SSVEP recognition0
Intracranial EEG structure-function coupling predicts surgical outcomes in focal epilepsy0
Exploiting Multiple EEG Data Domains with Adversarial LearningCode0
FKreg: A MATLAB toolbox for fast Multivariate Kernel Regression0
Decoding Neural Correlation of Language-Specific Imagined Speech using EEG Signals0
Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces0
A Machine Learning Approach to Automatic Classification of Eight Sleep Disorders0
A self-paced BCI system with low latency for motor imagery onset detection based on time series prediction paradigm0
Epileptic Seizure Risk Assessment by Multi-Channel Imaging of the EEG0
Ensemble learning using individual neonatal data for seizure detectionCode0
Motion Artifacts Correction from Single-Channel EEG and fNIRS Signals using Novel Wavelet Packet Decomposition in Combination with Canonical Correlation Analysis0
Comparison of EEG based epilepsy diagnosis using neural networks and wavelet transform0
Fuzzy temporal convolutional neural networks in P300-based Brain-computer interface for smart home interaction0
Automated Sleep Staging via Parallel Frequency-Cut Attention0
EMMT: A simultaneous eye-tracking, 4-electrode EEG and audio corpus for multi-modal reading and translation scenariosCode0
Spatio-Temporal Analysis of Transformer based Architecture for Attention Estimation from EEG0
Neural modulation enhancement using connectivity-based EEG neurofeedback with simultaneous fMRI for emotion regulation0
Adaptive Spike-Like Representation of EEG Signals for Sleep Stages Scoring0
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Benchmark Results

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