| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Hierarchical Event Descriptor library schema for EEG data annotation | Oct 4, 2023 | EEG | CodeCode Available | 1 | 5 |
| mixEEG: Enhancing EEG Federated Learning for Cross-subject EEG Classification with Tailored mixup | Apr 7, 2025 | Domain AdaptationEEG | CodeCode Available | 1 | 5 |
| Perceptogram: Reconstructing Visual Percepts from EEG | Apr 1, 2024 | DecoderEEG | CodeCode Available | 1 | 5 |
| Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals | Feb 21, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal | Nov 19, 2021 | DenoisingEEG | CodeCode Available | 1 | 5 |
| Implicit Gaussian process representation of vector fields over arbitrary latent manifolds | Sep 28, 2023 | EEGGaussian Processes | CodeCode Available | 1 | 5 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | CodeCode Available | 1 | 5 |
| Closed loop BCI System for Cybathlon 2020 | Dec 8, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series | Jul 5, 2017 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data | Apr 29, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 | 5 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| Spatiotemporal patterns of adaptation-induced slow oscillations in a whole-brain model of slow-wave sleep | Nov 30, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Interpretable EEG seizure prediction using a multiobjective evolutionary algorithm | Mar 15, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | CodeCode Available | 1 | 5 |
| A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition | May 12, 2024 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| Hypergraph Multi-modal Large Language Model: Exploiting EEG and Eye-tracking Modalities to Evaluate Heterogeneous Responses for Video Understanding | Jul 11, 2024 | EEGLanguage Modeling | CodeCode Available | 1 | 5 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment | Aug 17, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 | 5 |
| Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks | Feb 5, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| K-EmoCon, a multimodal sensor dataset for continuous emotion recognition in naturalistic conversations | May 8, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 | 5 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 | 5 |
| PhysioSync: Temporal and Cross-Modal Contrastive Learning Inspired by Physiological Synchronization for EEG-Based Emotion Recognition | Apr 24, 2025 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| SGDR: Stochastic Gradient Descent with Warm Restarts | Aug 13, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| LMDA-Net:A lightweight multi-dimensional attention network for general EEG-based brain-computer interface paradigms and interpretability | Mar 29, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Machine-Learning-Based Diagnostics of EEG Pathology | Feb 11, 2020 | BIG-bench Machine LearningEEG | CodeCode Available | 1 | 5 |
| HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroencephalography | Sep 11, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Alignment-Based Adversarial Training (ABAT) for Improving the Robustness and Accuracy of EEG-Based BCIs | Nov 4, 2024 | Adversarial DefenseClassification | CodeCode Available | 0 | 5 |
| High-dimensional Functional Graphical Model Structure Learning via Neighborhood Selection Approach | May 6, 2021 | Dimensionality ReductionEEG | CodeCode Available | 0 | 5 |
| GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification | Jul 9, 2020 | Automatic Sleep Stage ClassificationClassification | CodeCode Available | 0 | 5 |
| Applying advanced machine learning models to classify electro-physiological activity of human brain for use in biometric identification | Aug 3, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Graph Convolutional Neural Networks for analysis of EEG signals, BCI application | Jun 16, 2020 | Deep LearningEEG | CodeCode Available | 0 | 5 |
| Geometric Neural Network based on Phase Space for BCI-EEG decoding | Mar 8, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
| A library of quantitative markers of seizure severity | Jun 30, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Generalized Concomitant Multi-Task Lasso for sparse multimodal regression | May 27, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| gen2Out: Detecting and Ranking Generalized Anomalies | Sep 6, 2021 | Anomaly DetectionEEG | CodeCode Available | 0 | 5 |
| ALFEE: Adaptive Large Foundation Model for EEG Representation | May 7, 2025 | EEG | CodeCode Available | 0 | 5 |
| From Euclidean to Riemannian Means: Information Geometry for SSVEP Classification | Apr 3, 2016 | ClassificationEEG | CodeCode Available | 0 | 5 |
| A personalized and evolutionary algorithm for interpretable EEG epilepsy seizure prediction | Feb 9, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| Granger Causality using Neural Networks | Aug 7, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 0 | 5 |
| FLEXtime: Filterbank learning to explain time series | Nov 6, 2024 | EEGTime Series | CodeCode Available | 0 | 5 |
| Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces | Dec 2, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 0 | 5 |
