| Sleep Staging Based on Multi Scale Dual Attention Network | Jul 18, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion Recognition | Jul 16, 2021 | Domain AdaptationEEG | CodeCode Available | 1 |
| Motor Imagery Classification based on CNN-GRU Network with Spatio-Temporal Feature Representation | Jul 15, 2021 | ClassificationEEG | —Unverified | 0 |
| DAL: Feature Learning from Overt Speech to Decode Imagined Speech-based EEG Signals with Convolutional Autoencoder | Jul 15, 2021 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Noise-based cyberattacks generating fake P300 waves in brain–computer interfaces | Jul 10, 2021 | Adversarial AttackCyber Attack Investigation | CodeCode Available | 0 |
| ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training | Jul 9, 2021 | Automatic Sleep Stage ClassificationDomain Adaptation | CodeCode Available | 1 |
| EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification | Jul 8, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 1 |
| Sleep syndromes onset detection based on automatic sleep staging algorithm | Jul 7, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Complex common spatial patterns on time-frequency decomposed EEG for brain-computer interface | Jul 1, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 0 |
| Complex network modelling of EEG band coupling in dyslexia: an exploratory analysis of auditory processing and diagnosis | Jun 28, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Towards Natural Brain-Machine Interaction using Endogenous Potentials based on Deep Neural Networks | Jun 25, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| CADDA: Class-wise Automatic Differentiable Data Augmentation for EEG Signals | Jun 25, 2021 | Data AugmentationEEG | —Unverified | 0 |
| Learning Signal Representations for EEG Cross-Subject Channel Selection and Trial Classification | Jun 20, 2021 | channel selectionEEG | —Unverified | 0 |
| Extracting Different Levels of Speech Information from EEG Using an LSTM-Based Model | Jun 17, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-GNN: Graph Neural Networks for Classification of Electroencephalogram (EEG) Signals | Jun 16, 2021 | channel selectionEEG | —Unverified | 0 |
| Towards Long-term Non-invasive Monitoring for Epilepsy via Wearable EEG Devices | Jun 15, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images | Jun 12, 2021 | Domain AdaptationEEG | —Unverified | 0 |
| BRAIN2DEPTH: Lightweight CNN Model for Classification of Cognitive States from EEG Recordings | Jun 12, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Transformer-based Spatial-Temporal Feature Learning for EEG Decoding | Jun 11, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Artifact Detection and Correction in EEG data: A Review | Jun 10, 2021 | Artifact DetectionEEG | —Unverified | 0 |
| Wheelchair automation by a hybrid BCI system using SSVEP and eye blinks | Jun 10, 2021 | Bayesian OptimizationBrain Computer Interface | —Unverified | 0 |
| Neuroadaptive electroencephalography: a proof-of-principle study in infants | Jun 10, 2021 | Bayesian OptimisationEEG | CodeCode Available | 0 |
| CogAlign: Learning to Align Textual Neural Representations to Cognitive Language Processing Signals | Jun 10, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Subject-Independent Brain-Computer Interface for Decoding High-Level Visual Imagery Tasks | Jun 8, 2021 | Brain Computer InterfaceEEG | —Unverified | 0 |
| A highly scalable repository of waveform and vital signs data from bedside monitoring devices | Jun 7, 2021 | Cloud ComputingEEG | —Unverified | 0 |
| Subject Independent Emotion Recognition using EEG Signals Employing Attention Driven Neural Networks | Jun 7, 2021 | Deep LearningEEG | —Unverified | 0 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 |
| EEG changes and motor deficits in Parkinson's disease patients: Correlation of motor scales and EEG power bands | Jun 4, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Random Forest classifier for EEG-based seizure prediction | Jun 2, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Tracé alternant detector for grading hypoxic-ischemic encephalopathy in neonatal EEG | May 31, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| EEG-based Cross-Subject Driver Drowsiness Recognition with an Interpretable Convolutional Neural Network | May 30, 2021 | Deep LearningEEG | CodeCode Available | 1 |
| Bioelectrical brain activity can predict prosocial behavior | May 30, 2021 | Decision MakingEEG | —Unverified | 0 |
| A Compact and Interpretable Convolutional Neural Network for Cross-Subject Driver Drowsiness Detection from Single-Channel EEG | May 30, 2021 | EEGEEG Signal Classification | CodeCode Available | 1 |
| Generating Ten BCI Commands Using Four Simple Motor Imageries | May 30, 2021 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Deep Learning for EEG Seizure Detection in Preterm Infants | May 28, 2021 | Deep LearningEEG | —Unverified | 0 |
| Neonatal seizure detection from raw multi-channel EEG using a fully convolutional architecture | May 28, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Robust learning from corrupted EEG with dynamic spatial filtering | May 27, 2021 | BIG-bench Machine LearningEEG | CodeCode Available | 1 |
| SleepTransformer: Automatic Sleep Staging with Interpretability and Uncertainty Quantification | May 23, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Automated Detection of Abnormalities from an EEG Recording of Epilepsy Patients With a Compact Convolutional Neural Network | May 21, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Deep Correlation Analysis for Audio-EEG Decoding | May 18, 2021 | EEGEeg Decoding | —Unverified | 0 |
| Resting state alpha oscillatory activity is a valid and reliable marker of schizotypy | May 17, 2021 | EEGFunctional Connectivity | CodeCode Available | 0 |
| CNN-based Approaches For Cross-Subject Classification in Motor Imagery: From The State-of-The-Art to DynamicNet | May 17, 2021 | Brain Computer InterfaceDeep Learning | CodeCode Available | 1 |
| Predicting speech intelligibility from EEG in a non-linear classification paradigm | May 14, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Dyadic aggregated autoregressive (DASAR) model for time-frequency representation of biomedical signals | May 13, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Deep Convolutional Neural Network Applied to Electroencephalography: Raw Data vs Spectral Features | May 11, 2021 | ClassificationDeep Learning | CodeCode Available | 0 |
| Normative brain mapping of interictal intracranial EEG to localise epileptogenic tissue | May 10, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Long-term changes in functional connectivity predict responses to intracranial stimulation of the human brain | May 6, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| High-dimensional Functional Graphical Model Structure Learning via Neighborhood Selection Approach | May 6, 2021 | Dimensionality ReductionEEG | CodeCode Available | 0 |
| LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface | May 5, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| A Novel Multi-scale Dilated 3D CNN for Epileptic Seizure Prediction | May 5, 2021 | EEGElectroencephalogram (EEG) | —Unverified | 0 |