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 971980 of 1655 papers

TitleStatusHype
Speech Recognition using EEG signals recorded using dry electrodes0
EEG-based Auditory Attention Decoding: Towards Neuro-Steered Hearing Devices0
Single-channel EEG features during n-back task correlate with working memory load0
Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networksCode0
Hybrid Template Canonical Correlation Analysis Method for Enhancing SSVEP Recognition under data-limited Condition0
Classifying sleep-wake stages through recurrent neural networks using pulse oximetry signals0
Review of Machine Learning Algorithms for Brain Stroke Diagnosis and Prognosis by EEG Analysis0
Uncovering the structure of clinical EEG signals with self-supervised learningCode1
Evidence of Task-Independent Person-Specific Signatures in EEG using Subspace Techniques0
Preliminary Assessment of hands motor imagery in theta- and beta-bands for Brain-Machine-Interfaces using functional connectivity analysis0
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Benchmark Results

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