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 841850 of 1655 papers

TitleStatusHype
SFE-Net: EEG-based Emotion Recognition with Symmetrical Spatial Feature Extraction0
One-class Autoencoder Approach for Optimal Electrode Set-up Identification in Wearable EEG Event Monitoring0
Multimodal Fusion of EMG and Vision for Human Grasp Intent Inference in Prosthetic Hand Control0
Neurological Status Classification Using Convolutional Neural Network0
Strengthening the Training of Convolutional Neural Networks By Using Walsh MatrixCode0
Convolutional Neural Networks for Sleep Stage Scoring on a Two-Channel EEG Signal0
Does Double Biofeedback Affect Functional Hemispheric Asymmetry and Activity? A Pilot Study0
Product semantics translation from brain activity via adversarial learning0
Retrieving Event-related Human Brain Dynamics from Natural Sentence Reading0
Verifying Design through Generative Visualization of Neural Activities0
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Benchmark Results

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