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 371380 of 1655 papers

TitleStatusHype
EEG Cortical Source Feature based Hand Kinematics Decoding using Residual CNN-LSTM Neural Network0
Multimodal Brain-Computer Interface for In-Vehicle Driver Cognitive Load Measurement: Dataset and Baselines0
Knowledge-Distilled Graph Neural Networks for Personalized Epileptic Seizure Detection0
Optimized EEG based mood detection with signal processing and deep neural networks for brain-computer interface0
An embedding for EEG signals learned using a triplet loss0
Are uGLAD? Time will tell!Code0
Relate auditory speech to EEG by shallow-deep attention-based network0
Optimized preprocessing and Tiny ML for Attention State Classification0
Picture-word interference in language production studies: Exploring the roles of attention and processing times0
Recovering Arrhythmic EEG Transients from Their Stochastic Interference0
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Benchmark Results

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