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 11011150 of 1655 papers

TitleStatusHype
Neural modulation enhancement using connectivity-based EEG neurofeedback with simultaneous fMRI for emotion regulation0
Increasing the Detectability of Phase-Amplitude Coupling0
Individual Recognition in Schizophrenia using Deep Learning Methods with Random Forest and Voting Classifiers: Insights from Resting State EEG Streams0
Inferring Brain Dynamics via Multimodal Joint Graph Representation EEG-fMRI0
Inferring latent neural sources via deep transcoding of simultaneously acquired EEG and fMRI0
InfoFlowNet: A Multi-head Attention-based Self-supervised Learning Model with Surrogate Approach for Uncovering Brain Effective Connectivity0
Information Theoretic Feature Transformation Learning for Brain Interfaces0
Inner speech recognition through electroencephalographic signals0
Insights into Schizophrenia: Leveraging Machine Learning for Early Identification via EEG, ERP, and Demographic Attributes0
Integrating Artificial Intelligence with Real-time Intracranial EEG Monitoring to Automate Interictal Identification of Seizure Onset Zones in Focal Epilepsy0
Integration of Simultaneous Resting-State Electroencephalography, Functional Magnetic Resonance Imaging, and Eye-Tracker Methods to Determine and Verify Electroencephalography Vigilance Measure0
Intelligent analysis of EEG signals to assess consumer decisions: A Study on Neuromarketing0
Interactive Web Application for Exploring Matrices of Neural Connectivity0
Inter-brain substrates of role switching during mother-child interaction0
Interoception Underlies The Therapeutic Effects of Mindfulness Meditation for Post-Traumatic Stress Disorder: A Randomized Clinical Trial0
Interpretable and Scalable Graphical Models for Complex Spatio-temporal Processes0
Interpretable Convolutional Neural Networks for Subject-Independent Motor Imagery Classification0
Interpretable Deep Neural Networks for Single-Trial EEG Classification0
Interpreting Deep Learning Models for Epileptic Seizure Detection on EEG signals0
Interpreting Imagined Speech Waves with Machine Learning techniques0
Inter-subject Deep Transfer Learning for Motor Imagery EEG Decoding0
Intracranial EEG structure-function coupling predicts surgical outcomes in focal epilepsy0
Intracranial Error Detection via Deep Learning0
Investigating critical frequency bands and channels for EEG-based emotion recognition with deep neural networks0
Investigating EEG-Based Functional Connectivity Patterns for Multimodal Emotion Recognition0
Investigating the Impact of CNN Depth on Neonatal Seizure Detection Performance0
Investigating the role of visual experience with face-masks in face recognition during COVID-190
Ischemic Stroke Identification Based on EEG and EOG using 1D Convolutional Neural Network and Batch Normalization0
Is the Contralateral Delay Activity (CDA) a robust neural correlate for Visual Working Memory (VWM) tasks? A reproducibility study0
Jitter-Adaptive Dictionary Learning - Application to Multi-Trial Neuroelectric Signals0
Joint SCSP-LROM: A novel approach to detect Cerebrovascular Anomalies from EEG signals0
Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification0
Knowledge-Distilled Graph Neural Networks for Personalized Epileptic Seizure Detection0
Knowledge extraction, modeling and formalization: EEG case study0
Kullback-Leibler Penalized Sparse Discriminant Analysis for Event-Related Potential Classification0
Labeler-hot Detection of EEG Epileptic Transients0
La mie de pain n'est pas une amie: une \'etude EEG sur la perception de diff\'erences infra-phon\'emiques en situation de variations (Robustness of fine acoustic cues and Speech variability: a Mismatch Negativity study) [in French]0
Large-scale directed network inference with multivariate transfer entropy and hierarchical statistical testing0
Latent neural source recovery via transcoding of simultaneous EEG-fMRI0
Learning Cognitive Features from Gaze Data for Sentiment and Sarcasm Classification using Convolutional Neural Network0
Learning Deep Matrix Representations0
Learning from Heterogeneous EEG Signals with Differentiable Channel Reordering0
Learning Patterns in Imaginary Vowels for an Intelligent Brain Computer Interface (BCI) Design0
Learning Signal Representations for EEG Cross-Subject Channel Selection and Trial Classification0
Learning Subject-Invariant Representations from Speech-Evoked EEG Using Variational Autoencoders0
Lehmer Transform and its Theoretical Properties0
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning0
LGL-BCI: A Lightweight Geometric Learning Framework for Motor Imagery-Based Brain-Computer Interfaces0
LG-Sleep: Local and Global Temporal Dependencies for Mice Sleep Scoring0
Light-Weight 1-D Convolutional Neural Network Architecture for Mental Task Identification and Classification Based on Single-Channel EEG0
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Benchmark Results

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