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 1251–1300 of 1655 papers

TitleStatusHype
Using Convolutional Neural Networks to Recognize Rhythm Stimuli from Electroencephalography Recordings—0
Using Deep Learning and Machine Learning to Detect Epileptic Seizure with Electroencephalography (EEG) Data—0
Using Double Contractions to Derive the Structure of Slice-Wise Multiplications of Tensors with Applications to Semi-Blind MIMO OFDM—0
Using EEG Signals to Assess Workload during Memory Retrieval in a Real-world Scenario—0
Using growth transform dynamical systems for spatio-temporal data sonification—0
Using Single-Trial Representational Similarity Analysis with EEG to track semantic similarity in emotional word processing—0
U-Sleep's resilience to AASM guidelines—0
Utilizing Deep Learning Towards Multi-modal Bio-sensing and Vision-based Affective Computing—0
Validating an SVM-based neonatal seizure detection algorithm for generalizability, non-inferiority and clinical efficacy—0
Validating non-invasive EEG source imaging using optimal electrode configurations on a representative rat head model—0
Variational Autoencoder Learns Better Feature Representations for EEG-based Obesity Classification—0
Variational Component Decoder for Source Extraction from Nonlinear Mixture—0
Verifying Design through Generative Visualization of Neural Activities—0
Visualizing High Dimensional Dynamical Processes—0
Visual Motion Onset Brain-computer Interface—0
Wavelet algorithm for the identification of P300 ERP component—0
Wavelet-Based Multi-Class Seizure Type Classification System—0
Wearable Device-Based Real-Time Monitoring of Physiological Signals: Evaluating Cognitive Load Across Different Tasks—0
Web Search via an Efficient and Effective Brain-Machine Interface—0
Weight-based Channel-model Matrix Framework provides a reasonable solution for EEG-based cross-dataset emotion recognition—0
Wheelchair automation by a hybrid BCI system using SSVEP and eye blinks—0
Where Is My Mind (looking at)? Predicting Visual Attention from Brain Activity—0
White-Box Target Attack for EEG-Based BCI Regression Problems—0
Why Don't You Click: Neural Correlates of Non-Click Behaviors in Web Search—0
Wireless User-Generic Ear EEG—0
WISDoM: characterizing neurological timeseries with the Wishart distribution—0
WU-NEAT: A clinically validated, open- source MATLAB toolbox for limited-channel neonatal EEG analysis—0
You Only Acquire Sparse-channel (YOAS): A Unified Framework for Dense-channel EEG Generation—0
A Novel Task-Oriented Text Corpus in Silent Speech Recognition and its Natural Language Generation Construction Method—0
Emotion Classification in Response to Tactile Enhanced Multimedia using Frequency Domain Features of Brain Signals—0
1D Convolutional Neural Network Models for Sleep Arousal Detection—0
Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning—0
3D-CLMI: A Motor Imagery EEG Classification Model via Fusion of 3D-CNN and LSTM with Attention—0
4D Attention-based Neural Network for EEG Emotion Recognition—0
AADNet: Exploring EEG Spatiotemporal Information for Fast and Accurate Orientation and Timbre Detection of Auditory Attention Based on A Cue-Masked Paradigm—0
A Biologically Plausible Model for Rapid Natural Scene Identification—0
A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers—0
Accelerating Reinforcement Learning Agent with EEG-based Implicit Human Feedback—0
Accounting for the Complex Hierarchical Topology of EEG Phase-Based Functional Connectivity in Network Binarisation—0
A3E: Aligned and Augmented Adversarial Ensemble for Accurate, Robust and Privacy-Preserving EEG Decoding—0
A Cellular Automaton Model for the generation of Brainwaves—0
A Change Dynamic Model for the Online Detection of Gradual Change—0
A channel attention based MLP-Mixer network for motor imagery decoding with EEG—0
A Closed-loop Sleep Modulation System with FPGA-Accelerated Deep Learning—0
A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device—0
A comparison of single-trial EEG classification and EEG-informed fMRI across three MR compatible EEG recording systems—0
A Comprehensive Analysis of 2D&3D Video Watching of EEG Signals by Increasing PLSR and SVM Classification Results—0
A Comprehensive Comparison Between ANNs and KANs For Classifying EEG Alzheimer's Data—0
A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective—0
A computational investigation of the relationships between single-neuron and network dynamics in the cerebral cortex—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