| BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data | Jan 28, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces | Nov 23, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework | May 14, 2025 | EEGEEG Emotion Recognition | 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 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 | 5 |
| BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction | Dec 22, 2023 | cross-modal alignmentEEG | CodeCode Available | 1 | 5 |
| EEG Synthetic Data Generation Using Probabilistic Diffusion Models | Mar 6, 2023 | Brain Computer InterfaceData Augmentation | CodeCode Available | 1 | 5 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 | 5 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 | 5 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 | 5 |
| ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training | Jul 9, 2021 | Automatic Sleep Stage ClassificationDomain Adaptation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | 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 |
| A Strong and Simple Deep Learning Baseline for BCI MI Decoding | Sep 11, 2023 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| A DenseNet-based method for decoding auditory spatial attention with EEG | Sep 14, 2023 | EEG | CodeCode Available | 1 | 5 |
| Heart Rate Estimation from Face Videos for Student Assessment: Experiments on edBB | Jun 1, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic Seizures | Mar 5, 2024 | Computational EfficiencyEEG | CodeCode Available | 1 | 5 |
| An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG | Apr 28, 2021 | Automatic Sleep Stage ClassificationEEG | CodeCode Available | 1 | 5 |
| Closed loop BCI System for Cybathlon 2020 | Dec 8, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition | Apr 12, 2025 | EEGEmotion Recognition | CodeCode Available | 1 | 5 |
| EEG motor imagery decoding: A framework for comparative analysis with channel attention mechanisms | Oct 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces | May 31, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Implicit Gaussian process representation of vector fields over arbitrary latent manifolds | Sep 28, 2023 | EEGGaussian Processes | CodeCode Available | 1 | 5 |
| Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks | Feb 5, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network | Nov 17, 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 |
| 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 |
| Investigating Brain Connectivity with Graph Neural Networks and GNNExplainer | Jun 4, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification | Jan 24, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 1 | 5 |
| Learning Robust Deep Visual Representations from EEG Brain Recordings | Oct 25, 2023 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | CodeCode Available | 1 | 5 |
| An electronic neuromorphic system for real-time detection of High Frequency Oscillations (HFOs) in intracranial EEG | Sep 23, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion | Nov 13, 2023 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Low-cost brain computer interface for everyday use | Sep 29, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| EEGdenoiseNet: A benchmark dataset for end-to-end deep learning solutions of EEG denoising | Sep 24, 2020 | Deep LearningDenoising | CodeCode Available | 1 | 5 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 | 5 |
| Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer | Apr 2, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG-ITNet: An Explainable Inception Temporal Convolutional Network for Motor Imagery Classification | Apr 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| An IoT Endpoint System-on-Chip for Secure and Energy-Efficient Near-Sensor Analytics | Dec 18, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers | Feb 6, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| EEG-DIF: Early Warning of Epileptic Seizures through Generative Diffusion Model-based Multi-channel EEG Signals Forecasting | Oct 22, 2024 | DiagnosticEEG | CodeCode Available | 1 | 5 |
| EEGEyeNet: a Simultaneous Electroencephalography and Eye-tracking Dataset and Benchmark for Eye Movement Prediction | Nov 6, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
