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 15211530 of 1655 papers

TitleStatusHype
Exploration of Hyperdimensional Computing Strategies for Enhanced Learning on Epileptic Seizure DetectionCode0
Deep Optimal Transport for Domain Adaptation on SPD ManifoldsCode0
Adversarial Representation Learning for Robust Patient-Independent Epileptic Seizure DetectionCode0
Deep learning with convolutional neural networks for decoding and visualization of EEG pathologyCode0
Strengthening the Training of Convolutional Neural Networks By Using Walsh MatrixCode0
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
Show:102550
← PrevPage 153 of 166Next →

Benchmark Results

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