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 8190 of 1655 papers

TitleStatusHype
Designing Pre-training Datasets from Unlabeled Data for EEG Classification with Transformers0
BrainDreamer: Reasoning-Coherent and Controllable Image Generation from EEG Brain Signals via Language Guidance0
Differentially Private Multimodal Laplacian Dropout (DP-MLD) for EEG Representative Learning0
Optimizing food taste sensory evaluation through neural network-based taste electroencephalogram channel selection0
Geometry-Constrained EEG Channel Selection for Brain-Assisted Speech Enhancement0
Enhancing EEG Signal Generation through a Hybrid Approach Integrating Reinforcement Learning and Diffusion Models0
PHemoNet: A Multimodal Network for Physiological SignalsCode2
Complex Emotion Recognition System using basic emotions via Facial Expression, EEG, and ECG Signals: a review0
A Comprehensive Comparison Between ANNs and KANs For Classifying EEG Alzheimer's Data0
Classification of epileptic seizures in EEG data based on iterative gated graph convolution networkCode0
Show:102550
← PrevPage 9 of 166Next →

Benchmark Results

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