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 16011650 of 1655 papers

TitleStatusHype
Common Spatial Generative Adversarial Networks based EEG Data Augmentation for Cross-Subject Brain-Computer Interface0
Community Detection in Multi-frequency EEG Networks0
Comparative Analysis of Epileptic Seizure Prediction: Exploring Diverse Pre-Processing Techniques and Machine Learning Models0
Comparison of Attention-based Deep Learning Models for EEG Classification0
Comparison of EEG based epilepsy diagnosis using neural networks and wavelet transform0
Comparison of inverse problem linear and non-linear methods for localization source: a combined TMS-EEG study0
Comparison of the P300 detection accuracy related to the BCI speller and image recognition scenarios0
Compensated Integrated Gradients to Reliably Interpret EEG Classification0
Complex Emotion Recognition System using basic emotions via Facial Expression, EEG, and ECG Signals: a review0
Complexity Measures for Quantifying Changes in Electroencephalogram in Alzheimers Disease0
Compressed Sensing for Energy-Efficient Wireless Telemonitoring: Challenges and Opportunities0
Compressed Sensing of EEG for Wireless Telemonitoring with Low Energy Consumption and Inexpensive Hardware0
Compressed Sensing of Multi-Channel EEG Signals: The Simultaneous Cosparsity and Low Rank Optimization0
Accurate and efficient Simulation of very high-dimensional Neural Mass Models with distributed-delay Connectome Tensors0
Computing extracellular electric potentials from neuronal simulations0
Conex-Connect: Learning Patterns in Extremal Brain Connectivity From Multi-Channel EEG Data0
Confidence-Aware Subject-to-Subject Transfer Learning for Brain-Computer Interface0
Constrained Variational Autoencoder for improving EEG based Speech Recognition Systems0
Contextual Minimum-Norm Estimates (CMNE): A Deep Learning Method for Source Estimation in Neuronal Networks0
Continuous ErrP detections during multimodal human-robot interaction0
Continuous monitoring of cognitive load using advanced computerized analysis of brain signals during virtual simulator training for laparoscopic surgery, reflects laparoscopic dexterity. A comparative study using a novel wireless device0
Continuous Speech Recognition using EEG and Video0
ConTraNet: A single end-to-end hybrid network for EEG-based and EMG-based human machine interfaces0
Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience0
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition0
Convolutional Neural Network Approach for EEG-based Emotion Recognition using Brain Connectivity and its Spatial Information0
Convolutional Neural Networks for Automatic Detection of Artifacts from Independent Components Represented in Scalp Topographies of EEG Signals0
Convolutional Neural Networks for Sleep Stage Scoring on a Two-Channel EEG Signal0
Convolutional Neural Networks with A Topographic Representation Module for EEG-Based Brain-Computer Interfaces0
Convolutional Spiking Neural Networks for Detecting Anticipatory Brain Potentials Using Electroencephalogram0
Correlation based Multi-phasal models for improved imagined speech EEG recognition0
Correntropy-Based Logistic Regression with Automatic Relevance Determination for Robust Sparse Brain Activity Decoding0
Cortical Mirror-System Activation During Real-Life Game Playing: An Intracranial Electroencephalography (EEG) Study0
Cortical recruitment and functional dynamics in postural control adaptation and habituation during vibratory proprioceptive stimulation0
Cortical representations of Auditory Perception using Graph Independent Component on EEG0
Cortical Xi-Alpha model for resting state electric neuronal activity0
Covariance shrinkage for autocorrelated data0
Covariate Shift Estimation based Adaptive Ensemble Learning for Handling Non-Stationarity in Motor Imagery related EEG-based Brain-Computer Interface0
CropCat: Data Augmentation for Smoothing the Feature Distribution of EEG Signals0
Cross-Correlation Based Discriminant Criterion for Channel Selection in Motor Imagery BCI Systems0
Cross-individual Recognition of Emotions by a Dynamic Entropy based on Pattern Learning with EEG features0
Cross-paradigm pretraining of convolutional networks improves intracranial EEG decoding0
Canine EEG Helps Human: Cross-Species and Cross-Modality Epileptic Seizure Detection via Multi-Space Alignment0
Cross-Subject Deep Transfer Models for Evoked Potentials in Brain-Computer Interface0
Cross-Subject Depression Level Classification Using EEG Signals with a Sample Confidence Method0
Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images0
Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment0
DAGAM: A Domain Adversarial Graph Attention Model for Subject Independent EEG-Based Emotion Recognition0
DAL: Feature Learning from Overt Speech to Decode Imagined Speech-based EEG Signals with Convolutional Autoencoder0
DASPS: A Database for Anxious States based on a Psychological Stimulation0
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Benchmark Results

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