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 6170 of 1655 papers

TitleStatusHype
Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution ShiftsCode1
SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive LearningCode1
clusterBMA: Bayesian model averaging for clusteringCode1
Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific TrainingCode1
Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access SystemCode1
Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure AnalysisCode1
Seeing your sleep stage: cross-modal distillation from EEG to infrared videoCode1
Can Brain Signals Reveal Inner Alignment with Human Languages?Code1
EEG2Mel: Reconstructing Sound from Brain Responses to MusicCode1
Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeXCode1
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Benchmark Results

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