| STILN: A Novel Spatial-Temporal Information Learning Network for EEG-based Emotion Recognition | Nov 22, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training | Nov 21, 2022 | AnatomyDomain Generalization | CodeCode Available | 1 |
| A CNN-Transformer Deep Learning Model for Real-time Sleep Stage Classification in an Energy-Constrained Wireless Device | Nov 20, 2022 | Automatic Sleep Stage ClassificationEEG | —Unverified | 0 |
| Federated deep transfer learning for EEG decoding using multiple BCI tasks | Nov 20, 2022 | DecoderEEG | —Unverified | 0 |
| A Closed-loop Sleep Modulation System with FPGA-Accelerated Deep Learning | Nov 19, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Brain Computer Interface: Deep Learning Approach to Predict Human Emotion Recognition | Nov 18, 2022 | Brain Computer InterfaceEEG | —Unverified | 0 |
| EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation | Nov 18, 2022 | ECG based Sleep StagingEEG | CodeCode Available | 1 |
| Adversarial Stimuli: Attacking Brain-Computer Interfaces via Perturbed Sensory Events | Nov 18, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Brain informed transfer learning for categorizing construction hazards | Nov 17, 2022 | Brain Computer InterfaceEEG | —Unverified | 0 |
| Single-channel EEG completion using Cascade Transformer | Nov 16, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Temporal-spatial Representation Learning Transformer for EEG-based Emotion Recognition | Nov 16, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Motor imagery classification using EEG spectrograms | Nov 15, 2022 | Brain Computer InterfaceClassification | —Unverified | 0 |
| Review of medical data analysis based on spiking neural networks | Nov 13, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| MP-SeizNet: A Multi-Path CNN Bi-LSTM Network for Seizure-Type Classification Using EEG | Nov 9, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Improving Clinician Performance in Classification of EEG Patterns on the Ictal-Interictal-Injury Continuum using Interpretable Machine Learning | Nov 9, 2022 | Deep LearningDiagnostic | CodeCode Available | 0 |
| EEG-Fest: Few-shot based Attention Network for Driver's Vigilance Estimation with EEG Signals | Nov 7, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Performance and utility trade-off in interpretable sleep staging | Nov 7, 2022 | Deep LearningEEG | —Unverified | 0 |
| Node-wise Domain Adaptation Based on Transferable Attention for Recognizing Road Rage via EEG | Nov 6, 2022 | Domain AdaptationEEG | CodeCode Available | 0 |
| Towards Fast Single-Trial Online ERP based Brain-Computer Interface using dry EEG electrodes and neural networks: a pilot study | Nov 4, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 0 |
| Topological biomarkers for real-time detection of epileptic seizures | Nov 4, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Electroencephalography and mild cognitive impairment research: A scoping review and bibliometric analysis (ScoRBA) | Nov 1, 2022 | ArticlesEEG | —Unverified | 0 |
| BCI-Walls: A robust methodology to predict success or failure in brain computer interfaces | Oct 30, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Recursive Estimation of User Intent from Noninvasive Electroencephalography using Discriminative Models | Oct 29, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 |
| Automatic Seizure Prediction using CNN and LSTM | Oct 28, 2022 | Deep LearningEEG | —Unverified | 0 |
| Review on Classification Techniques used in Biophysiological Stress Monitoring | Oct 28, 2022 | ClassificationEEG | —Unverified | 0 |
| MAEEG: Masked Auto-encoder for EEG Representation Learning | Oct 27, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data | Oct 27, 2022 | Domain AdaptationEEG | CodeCode Available | 1 |
| Embedding neurophysiological signals | Oct 25, 2022 | Brain Computer InterfaceDomain Adaptation | CodeCode Available | 0 |
| Graph Neural Networks on SPD Manifolds for Motor Imagery Classification: A Perspective from the Time-Frequency Analysis | Oct 25, 2022 | ClassificationEEG | CodeCode Available | 1 |
| Emotion Recognition With Temporarily Localized 'Emotional Events' in Naturalistic Context | Oct 25, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Towards emotion recognition for virtual environments: an evaluation of EEG features on benchmark dataset | Oct 25, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Non-Contrastive Learning-based Behavioural Biometrics for Smart IoT Devices | Oct 24, 2022 | Contrastive LearningData Augmentation | —Unverified | 0 |
| fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationships | Oct 23, 2022 | Decision MakingEEG | CodeCode Available | 1 |
| Sparse Dynamical Features generation, application to Parkinson's Disease diagnosis | Oct 20, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| A Framework to Evaluate Independent Component Analysis applied to EEG signal: testing on the Picard algorithm | Oct 16, 2022 | blind source separationEEG | CodeCode Available | 0 |
| Analysis of Microstate Organization During Emotional Events | Oct 16, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Extreme-Long-short Term Memory for Time-series Prediction | Oct 15, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Bandwidth-efficient distributed neural network architectures with application to body sensor networks | Oct 14, 2022 | ClassificationEEG | —Unverified | 0 |
| Estimation of High-Dimensional Markov-Switching VAR Models with an Approximate EM Algorithm | Oct 14, 2022 | EEGparameter estimation | —Unverified | 0 |
| Toward the application of XAI methods in EEG-based systems | Oct 12, 2022 | Brain Computer InterfaceClassification | —Unverified | 0 |
| CLEEGN: A Convolutional Neural Network for Plug-and-Play Automatic EEG Reconstruction | Oct 12, 2022 | EEGEEG Artifact Removal | —Unverified | 0 |
| Inner speech recognition through electroencephalographic signals | Oct 11, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| The evolution of AI approaches for motor imagery EEG-based BCIs | Oct 11, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation | Oct 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Modeling and Mining Multi-Aspect Graphs With Scalable Streaming Tensor Decomposition | Oct 10, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | CodeCode Available | 1 |
| A review on Epileptic Seizure Detection using Machine Learning | Oct 5, 2022 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| MAtt: A Manifold Attention Network for EEG Decoding | Oct 5, 2022 | EEGEeg Decoding | CodeCode Available | 1 |
| On The Effects Of Data Normalisation For Domain Adaptation On EEG Data | Oct 3, 2022 | Brain Computer InterfaceDomain Adaptation | —Unverified | 0 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |