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 831840 of 1655 papers

TitleStatusHype
SLEEPNET: Automated Sleep Staging System via Deep Learning0
Sleep Stage Classification: Scalability Evaluations of Distributed Approaches0
Sleep Stage Classification Using Bidirectional LSTM in Wearable Multi-sensor Systems0
Sleep Stage Classification Using a Pre-trained Deep Learning Model0
Sleep Staging Based on Multi Scale Dual Attention Network0
SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification0
Sonic Entanglements with Electromyography: Between Bodies, Signals, and Representations0
SOUL: An Energy-Efficient Unsupervised Online Learning Seizure Detection Classifier0
Source Aware Deep Learning Framework for Hand Kinematic Reconstruction using EEG Signal0
Sparse algorithms for EEG source localization0
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Benchmark Results

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