| AGTCNet: A Graph-Temporal Approach for Principled Motor Imagery EEG Classification | Jun 26, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG | Mar 12, 2017 | 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 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 | 5 |
| ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation | Jan 10, 2022 | EEGEeg Decoding | CodeCode Available | 1 | 5 |
| Disguising Personal Identity Information in EEG Signals | Oct 18, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| DTP-Net: Learning to Reconstruct EEG signals in Time-Frequency Domain by Multi-scale Feature Reuse | Nov 27, 2023 | Brain Computer InterfaceDenoising | CodeCode Available | 1 | 5 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism | Nov 25, 2021 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| Extracting Different Levels of Speech Information from EEG Using an LSTM-Based Model | Jun 17, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG2Mel: Reconstructing Sound from Brain Responses to Music | Jul 28, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation | Nov 18, 2022 | ECG based Sleep StagingEEG | CodeCode Available | 1 | 5 |
| PiEEG kit -- bioscience Lab in home for your Brain and Body | Mar 5, 2025 | EEG | CodeCode Available | 1 | 5 |
| EEG-Based Emotion Recognition Using Genetic Algorithm Optimized Multi-Layer Perceptron | Nov 4, 2021 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| EEG Channel Interpolation Using Deep Encoder-decoder Netwoks | Sep 21, 2020 | DecoderEEG | CodeCode Available | 1 | 5 |
| EEG-CLIP : Learning EEG representations from natural language descriptions | Mar 18, 2025 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | 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 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | 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 |
| eegFloss: A Python package for refining sleep EEG recordings using machine learning models | Jul 8, 2025 | EEGSleep Staging | CodeCode Available | 1 | 5 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | 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 |
| EEGMatch: Learning with Incomplete Labels for Semi-Supervised EEG-based Cross-Subject Emotion Recognition | Mar 27, 2023 | Data AugmentationDomain Adaptation | CodeCode Available | 1 | 5 |
| EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces | Nov 23, 2016 | EEGElectroencephalogram (EEG) | 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 |
| Scalable Machine Learning Architecture for Neonatal Seizure Detection on Ultra-Edge Devices | Nov 29, 2021 | BIG-bench Machine LearningEEG | CodeCode Available | 1 | 5 |
| A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data | Oct 27, 2022 | Domain AdaptationEEG | CodeCode Available | 1 | 5 |
| EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs | Dec 27, 2024 | EEGFew-Shot Learning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| EEG Synthetic Data Generation Using Probabilistic Diffusion Models | Mar 6, 2023 | Brain Computer InterfaceData Augmentation | 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 |
| EEG-to-Text Translation: A Model for Deciphering Human Brain Activity | May 20, 2025 | DecoderEEG | 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 |
| Self-supervised EEG Representation Learning for Automatic Sleep Staging | Oct 27, 2021 | 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 |
| SGDR: Stochastic Gradient Descent with Warm Restarts | Aug 13, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| SleePyCo: Automatic Sleep Scoring with Feature Pyramid and Contrastive Learning | Sep 20, 2022 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| Embedding Decomposition for Artifacts Removal in EEG Signals | Dec 2, 2021 | DecoderDenoising | CodeCode Available | 1 | 5 |
| A Saliency based Feature Fusion Model for EEG Emotion Estimation | Jan 11, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Extracting the Auditory Attention in a Dual-Speaker Scenario from EEG using a Joint CNN-LSTM Model | Feb 8, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample Vicinity | Sep 12, 2023 | Data AugmentationEEG | CodeCode Available | 1 | 5 |
| SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG | Jun 2, 2022 | Brain Computer InterfaceDomain Adaptation | CodeCode Available | 1 | 5 |
| A Lie Group Approach to Riemannian Batch Normalization | Mar 17, 2024 | Action RecognitionEEG | CodeCode Available | 1 | 5 |
| Enhancing Low-Density EEG-Based Brain-Computer Interfaces with Similarity-Keeping Knowledge Distillation | Dec 6, 2022 | EEGEeg Decoding | CodeCode Available | 1 | 5 |
| A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging | Dec 14, 2021 | ECG based Sleep StagingEEG | CodeCode Available | 1 | 5 |
| Foundational GPT Model for MEG | Apr 14, 2024 | EEGmodel | CodeCode Available | 1 | 5 |
