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 291300 of 1655 papers

TitleStatusHype
Shorter Latency of Real-time Epileptic Seizure Detection via Probabilistic Prediction0
Unsupervised Multivariate Time-Series Transformers for Seizure Identification on EEGCode1
Detecting Information Relays in Deep Neural Networks0
Understanding EEG signals for subject-wise Definition of Armoni Activities0
Towards Voice Reconstruction from EEG during Imagined SpeechCode1
Neural criticality from effective latent variables0
RaspberryPi to measure EEG, ECG, EMG and EOG with Shield PiEEG0
MindBigData 2022 A Large Dataset of Brain Signals0
Cortical Xi-Alpha model for resting state electric neuronal activity0
AMDET: Attention based Multiple Dimensions EEG Transformer for Emotion Recognition0
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Benchmark Results

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