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 191200 of 1655 papers

TitleStatusHype
State-transition dynamics of resting-state functional magnetic resonance imaging data: Model comparison and test-to-retest analysisCode0
Functional Graph Contrastive Learning of Hyperscanning EEG Reveals Emotional Contagion Evoked by Stereotype-Based Stressors0
Large Transformers are Better EEG LearnersCode0
A Hybrid Deep Spatio-Temporal Attention-Based Model for Parkinson's Disease Diagnosis Using Resting State EEG Signals0
Comparative Analysis of Epileptic Seizure Prediction: Exploring Diverse Pre-Processing Techniques and Machine Learning Models0
EEG-based Cognitive Load Classification using Feature Masked Autoencoding and Emotion Transfer Learning0
ViT2EEG: Leveraging Hybrid Pretrained Vision Transformers for EEG DataCode1
Concept-based explainability for an EEG transformer modelCode0
Mental Workload Estimation with Electroencephalogram Signals by Combining Multi-Space Deep Models0
Perturbing a Neural Network to Infer Effective Connectivity: Evidence from Synthetic EEG Data0
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Benchmark Results

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