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 671680 of 1655 papers

TitleStatusHype
A Decomposition-Based Hybrid Ensemble CNN Framework for Driver Fatigue Recognition0
Calibration of off-the-shelf low-cost wearable EEG headset for application in field studies0
EEG Cortical Source Feature based Hand Kinematics Decoding using Residual CNN-LSTM Neural Network0
EEG machine learning with Higuchi fractal dimension and Sample Entropy as features for successful detection of depression0
EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification0
EEGminer: Discovering Interpretable Features of Brain Activity with Learnable Filters0
A Novel RL-assisted Deep Learning Framework for Task-informative Signals Selection and Classification for Spontaneous BCIs0
EEG-connectivity: A fundamental guide and checklist for optimal study design and evaluation0
EEG-NeXt: A Modernized ConvNet for The Classification of Cognitive Activity from EEG0
EEG classifier cross-task transfer to avoid training sessions in robot-assisted rehabilitation0
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Benchmark Results

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