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 10911100 of 1655 papers

TitleStatusHype
Improving classification accuracy of feedforward neural networks for spiking neuromorphic chips0
Improving EEG based Continuous Speech Recognition0
Improving EEG based continuous speech recognition using GAN0
Improving EEG Classification Through Randomly Reassembling Original and Generated Data with Transformer-based Diffusion Models0
Improving EEG Decoding via Clustering-based Multi-task Feature Learning0
Improving J-divergence of brain connectivity states by graph Laplacian denoising0
Improving P300 Speller performance by means of optimization and machine learning0
Improving self-supervised pretraining models for epileptic seizure detection from EEG data0
Anchored-STFT and GNAA: An extension of STFT in conjunction with an adversarial data augmentation technique for the decoding of neural signals0
Improving the spectral resolution of fMRI signals through the temporal de-correlation approach0
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Benchmark Results

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