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 476500 of 1655 papers

TitleStatusHype
Decoding Brain Representations by Multimodal Learning of Neural Activity and Visual Features0
Contrastive Learning of Subject-Invariant EEG Representations for Cross-Subject Emotion Recognition0
Decoding dynamic brain patterns from evoked responses: A tutorial on multivariate pattern analysis applied to time-series neuroimaging data0
Decoding EEG Brain Activity for Multi-Modal Natural Language Processing0
Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience0
Decoding Event-related Potential from Ear-EEG Signals based on Ensemble Convolutional Neural Networks in Ambulatory Environment0
Decoding finger flexion from band-specific ECoG signals in humans0
A study of resting-state EEG biomarkers for depression recognition0
Decoding Human Emotions: Analyzing Multi-Channel EEG Data using LSTM Networks0
Decoding Imagined Speech using Wavelet Features and Deep Neural Networks0
Decoding index finger position from EEG using random forests0
An Accurate EEGNet-based Motor-Imagery Brain-Computer Interface for Low-Power Edge Computing0
Advancing Speech Synthesis using EEG0
A Computationally Efficient Multiclass Time-Frequency Common Spatial Pattern Analysis on EEG Motor Imagery0
Decoding of the Walking States and Step Rates from Cortical Electrocorticogram Signals0
ConTraNet: A single end-to-end hybrid network for EEG-based and EMG-based human machine interfaces0
Continuous Speech Recognition using EEG and Video0
A streamable large-scale clinical EEG dataset for Deep Learning0
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 ErrP detections during multimodal human-robot interaction0
Decoding Visual Recognition of Objects from EEG Signals based on Attention-Driven Convolutional Neural Network0
Decoding Working Memory Load from EEG with LSTM Networks0
Deep Architectures for Automated Seizure Detection in Scalp EEGs0
A statistical method for analyzing and comparing spatiotemporal cortical activation patterns0
Contextual Minimum-Norm Estimates (CMNE): A Deep Learning Method for Source Estimation in Neuronal Networks0
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Benchmark Results

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