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 15311540 of 1655 papers

TitleStatusHype
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
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Benchmark Results

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