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

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Showing 1526–1550 of 1655 papers

TitleStatusHype
Brain-based control of car infotainment—0
Brain-Computer Interfaces: Investigating the Transition from Visually Evoked to Purely Imagined Steady-State Potentials—0
Brain-Computer Interface with Corrupted EEG Data: A Tensor Completion Approach—0
Brain correlates of task-load and dementia elucidation with tensor machine learning using oddball BCI paradigm—0
BrainDreamer: Reasoning-Coherent and Controllable Image Generation from EEG Brain Signals via Language Guidance—0
Brain EEG Time Series Selection: A Novel Graph-Based Approach for Classification—0
Brain informed transfer learning for categorizing construction hazards—0
Brain Model State Space Reconstruction Using an LSTM Neural Network—0
BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning—0
Brain-Network Clustering via Kernel-ARMA Modeling and the Grassmannian—0
Brain Responses During Robot-Error Observation—0
Brains and pseudorandom generators—0
Brain-scale Theta Band Functional Connectivity As A Signature of Slow Breathing and Breath-hold Phases—0
Brain Signals Analysis Based Deep Learning Methods: Recent advances in the study of non-invasive brain signals—0
Localization of MEG and EEG Brain Signals by Alternating Projection—0
Brain Signals to Rescue Aphasia, Apraxia and Dysarthria Speech Recognition—0
Brain Source Localization by Alternating Projection—0
Brain-Supervised Image Editing—0
Brain waves are a repetition of a pause and an activity—0
CADDA: Class-wise Automatic Differentiable Data Augmentation for EEG Signals—0
Calibration of off-the-shelf low-cost wearable EEG headset for application in field studies—0
Can Musical Emotion Be Quantified With Neural Jitter Or Shimmer? A Novel EEG Based Study With Hindustani Classical Music—0
Canonical Polyadic Decomposition with Auxiliary Information for Brain Computer Interface—0
Capsule Attention for Multimodal EEG-EOG Representation Learning with Application to Driver Vigilance Estimation—0
Carbogen inhalation during Non-Convulsive Status Epilepticus: A quantitative analysis of EEG recordings—0
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All datasetsSEED-IVHS-SSVEPSEED

Benchmark Results

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