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 491500 of 1655 papers

TitleStatusHype
Deep Feature Mining via Attention-based BiLSTM-GCN for Human Motor Imagery Recognition0
Decoding of visual-related information from the human EEG using an end-to-end deep learning approach0
Calibration of off-the-shelf low-cost wearable EEG headset for application in field studies0
A Novel RL-assisted Deep Learning Framework for Task-informative Signals Selection and Classification for Spontaneous BCIs0
AI Neurotechnology for Aging Societies -- Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods0
Decoding Visual Recognition of Objects from EEG Signals based on Attention-Driven Convolutional Neural Network0
Decoding Working Memory Load from EEG with LSTM Networks0
Deep Architectures for Automated Seizure Detection in Scalp EEGs0
Deep Belief Networks used on High Resolution Multichannel Electroencephalography Data for Seizure Detection0
CADDA: Class-wise Automatic Differentiable Data Augmentation for EEG Signals0
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Benchmark Results

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