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 12011225 of 1655 papers

TitleStatusHype
Towards Early Diagnosis of Epilepsy from EEG Data0
Towards EEG signals codification using contrastiveloss0
Towards emotion recognition for virtual environments: an evaluation of EEG features on benchmark dataset0
Towards Linguistic Neural Representation Learning and Sentence Retrieval from Electroencephalogram Recordings0
Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices0
Continuous Silent Speech Recognition using EEG0
Towards Natural Brain-Machine Interaction using Endogenous Potentials based on Deep Neural Networks0
Toward Open-World Electroencephalogram Decoding Via Deep Learning: A Comprehensive Survey0
Towards physiology-informed data augmentation for EEG-based BCIs0
Towards Privacy-Preserving Neural Architecture Search0
Towards Scalable Handwriting Communication via EEG Decoding and Latent Embedding Integration0
Towards the bio-personalization of music recommendation systems: A single-sensor EEG biomarker of subjective music preference0
Towards the Classification of Error-Related Potentials using Riemannian Geometry0
Towards Using EEG to Improve ASR Accuracy0
Toward the application of XAI methods in EEG-based systems0
Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG0
Tracking momentary attention fluctuations with an EEG-based cognitive brain-machine interface0
Training on the test set? An analysis of Spampinato et al. [arXiv:1609.00344]0
Traitement audiovisuel lors d'une t\^ache de discrimination syllabique : une \'etude EEG/IRMf simultan\'ee (Audiovisual processing in syllabic discrimination task: a simultaneous fMRI-EEG study) [in French]0
Transcranial low-level laser stimulation in near infrared-II region for brain safety and protection0
Transfer entropy applied on EEG in depression reveals aberrated dynamics0
Transfer Learning and SpecAugment applied to SSVEP Based BCI Classification0
Transfer Learning Enhanced Common Spatial Pattern Filtering for Brain Computer Interfaces (BCIs): Overview and a New Approach0
Transfer Learning for Covert Speech Classification Using EEG Hilbert Envelope and Temporal Fine Structure0
Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progress Made Since 20160
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Benchmark Results

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