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 1120 of 1655 papers

TitleStatusHype
The use of Multi-domain Electroencephalogram Representations in the building of Models based on Convolutional and Recurrent Neural Networks for Epilepsy DetectionCode0
A Simple Review of EEG Foundation Models: Datasets, Advancements and Future Perspectives0
A Statistical Approach for Synthetic EEG Data GenerationCode0
Siamese Network with Dual Attention for EEG-Driven Social Learning: Bridging the Human-Robot Gap in Long-Tail Autonomous Driving0
Artifact detection and localization in single-channel mobile EEG for sleep research using deep learning and attention mechanisms0
Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement0
Optimized Feature Selection and Neural Network-Based Classification of Motor Imagery Using EEG Signals0
Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal TransformerCode1
Chirp Localization via Fine-Tuned Transformer Model: A Proof-of-Concept Study0
EEG-CLIP : Learning EEG representations from natural language descriptionsCode1
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Benchmark Results

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