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 9511000 of 1655 papers

TitleStatusHype
Towards Scalable Handwriting Communication via EEG Decoding and Latent Embedding Integration0
Towards the bio-personalization of music recommendation systems: A single-sensor EEG biomarker of subjective music preference0
Towards the Classification of Error-Related Potentials using Riemannian Geometry0
Towards Using EEG to Improve ASR Accuracy0
Toward the application of XAI methods in EEG-based systems0
Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG0
Tracking momentary attention fluctuations with an EEG-based cognitive brain-machine interface0
Training on the test set? An analysis of Spampinato et al. [arXiv:1609.00344]0
Traitement audiovisuel lors d'une t\^ache de discrimination syllabique : une \'etude EEG/IRMf simultan\'ee (Audiovisual processing in syllabic discrimination task: a simultaneous fMRI-EEG study) [in French]0
Transcranial low-level laser stimulation in near infrared-II region for brain safety and protection0
Transfer entropy applied on EEG in depression reveals aberrated dynamics0
Transfer Learning and SpecAugment applied to SSVEP Based BCI Classification0
Transfer Learning Enhanced Common Spatial Pattern Filtering for Brain Computer Interfaces (BCIs): Overview and a New Approach0
Transfer Learning for Covert Speech Classification Using EEG Hilbert Envelope and Temporal Fine Structure0
Transfer Learning for EEG-Based Brain-Computer Interfaces: A Review of Progress Made Since 20160
Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders0
Transferring Subspaces Between Subjects in Brain-Computer Interfacing0
Transformer Convolutional Neural Networks for Automated Artifact Detection in Scalp EEG0
Translating Mental Imaginations into Characters with Codebooks and Dynamics-Enhanced Decoding0
Transmodal Analysis of Neural Signals0
Trends in Machine Learning and Electroencephalogram (EEG): A Review for Undergraduate Researchers0
TRIER: Template-Guided Neural Networks for Robust and Interpretable Sleep Stage Identification from EEG Recordings0
Tuning to non-veridical features in attention and perceptual decision-making0
Two-step Input Spatial Auditory BCI for Japanese Kana Characters0
Uncovering the role of semantic and acoustic cues in normal and dichotic listening0
Understanding Brain Connectivity Patterns during Motor Imagery for Brain-Computer Interfacing0
Understanding Brain Dynamics for Color Perception using Wearable EEG headband0
Understanding Consumer Preferences for Movie Trailers from EEG using Machine Learning0
Understanding EEG signals for subject-wise Definition of Armoni Activities0
Understanding effect of speech perception in EEG based speech recognition systems0
Understanding language-elicited EEG data by predicting it from a fine-tuned language model0
Unidirectional brain to muscle connectivity reveals motor cortex control of leg muscles during stereotyped walking0
Universal EEG Encoder for Learning Diverse Intelligent Tasks0
Universal Joint Feature Extraction for P300 EEG Classification using Multi-task Autoencoder0
Unravelling the neural signatures of dream recall in EEG: a deep learning approach0
Unsupervised Domain Adaptation for Cross-Subject Few-Shot Neurological Symptom Detection0
Unsupervised Learning in Reservoir Computing for EEG-based Emotion Recognition0
Unsupervised Motor Imagery Saliency Detection Based on Self-Attention Mechanism0
Update on the multimodal pathophysiological dataset of gradual cerebral ischemia in a cohort of juvenile pigs: auditory, sensory and high-frequency sensory evoked potentials0
User-wise Perturbations for User Identity Protection in EEG-Based BCIs0
Using Convolutional Neural Networks to Recognize Rhythm Stimuli from Electroencephalography Recordings0
Using Deep Learning and Machine Learning to Detect Epileptic Seizure with Electroencephalography (EEG) Data0
Using Double Contractions to Derive the Structure of Slice-Wise Multiplications of Tensors with Applications to Semi-Blind MIMO OFDM0
Using EEG Signals to Assess Workload during Memory Retrieval in a Real-world Scenario0
Using growth transform dynamical systems for spatio-temporal data sonification0
Using Single-Trial Representational Similarity Analysis with EEG to track semantic similarity in emotional word processing0
U-Sleep's resilience to AASM guidelines0
Utilizing Deep Learning Towards Multi-modal Bio-sensing and Vision-based Affective Computing0
Validating an SVM-based neonatal seizure detection algorithm for generalizability, non-inferiority and clinical efficacy0
Validating non-invasive EEG source imaging using optimal electrode configurations on a representative rat head model0
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Benchmark Results

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