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 9911000 of 1655 papers

TitleStatusHype
Using Convolutional Neural Networks to Recognize Rhythm Stimuli from Electroencephalography Recordings0
Using Deep Learning and Machine Learning to Detect Epileptic Seizure with Electroencephalography (EEG) Data0
Using Double Contractions to Derive the Structure of Slice-Wise Multiplications of Tensors with Applications to Semi-Blind MIMO OFDM0
Using EEG Signals to Assess Workload during Memory Retrieval in a Real-world Scenario0
Using growth transform dynamical systems for spatio-temporal data sonification0
Using Single-Trial Representational Similarity Analysis with EEG to track semantic similarity in emotional word processing0
U-Sleep's resilience to AASM guidelines0
Utilizing Deep Learning Towards Multi-modal Bio-sensing and Vision-based Affective Computing0
Validating an SVM-based neonatal seizure detection algorithm for generalizability, non-inferiority and clinical efficacy0
Validating non-invasive EEG source imaging using optimal electrode configurations on a representative rat head model0
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Benchmark Results

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