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 14611470 of 1655 papers

TitleStatusHype
Attention-based Transfer Learning for Brain-computer Interface0
Attention Patterns Detection using Brain Computer Interfaces0
A tutorial on group effective connectivity analysis, part 2: second level analysis with PEB0
A Two-Stage Efficient 3-D CNN Framework for EEG Based Emotion Recognition0
Auditory Attention Decoding from EEG using Convolutional Recurrent Neural Network0
A unified information-theoretic model of EEG signatures of human language processing0
A unifying Bayesian approach for preterm brain-age prediction that models EEG sleep transitions over age0
Automated Classification of L/R Hand Movement EEG Signals using Advanced Feature Extraction and Machine Learning0
Automated Classification of Seizures against Nonseizures: A Deep Learning Approach0
Automated Classification of Sleep Stages and EEG Artifacts in Mice with Deep Learning0
Show:102550
← PrevPage 147 of 166Next →

Benchmark Results

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