| 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 |
| Extracting Different Levels of Speech Information from EEG Using an LSTM-Based Model | Jun 17, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 | 5 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Disguising Personal Identity Information in EEG Signals | Oct 18, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Dreamento: an open-source dream engineering toolbox for sleep EEG wearables | Jul 8, 2022 | 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 |
| EEG-based Cross-Subject Driver Drowsiness Recognition with an Interpretable Convolutional Neural Network | May 30, 2021 | Deep LearningEEG | 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 |
| 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 |
| 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 |
| Priming Cross-Session Motor Imagery Classification with A Universal Deep Domain Adaptation Framework | Feb 19, 2022 | Brain Computer InterfaceDomain Adaptation | 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 |
| EEGdenoiseNet: A benchmark dataset for end-to-end deep learning solutions of EEG denoising | Sep 24, 2020 | Deep LearningDenoising | 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 |
| eegFloss: A Python package for refining sleep EEG recordings using machine learning models | Jul 8, 2025 | EEGSleep Staging | CodeCode Available | 1 | 5 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | 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 |
| 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 |
| EEG motor imagery decoding: A framework for comparative analysis with channel attention mechanisms | Oct 17, 2023 | Brain Computer InterfaceEEG | 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 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep 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 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 |
| SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings | Apr 1, 2025 | DecoderEEG | CodeCode Available | 1 | 5 |
| SelfEEG: A Python library for Self-Supervised Learning in Electroencephalography | Dec 20, 2023 | EEGSelf-Supervised Learning | 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 |
| A 1D CNN for high accuracy classification and transfer learning in motor imagery EEG-based brain-computer interface | Jan 6, 2022 | Brain Computer InterfaceData Augmentation | 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 |
| A Saliency based Feature Fusion Model for EEG Emotion Estimation | Jan 11, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| SGDR: Stochastic Gradient Descent with Warm Restarts | Aug 13, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface | Mar 17, 2021 | Binary ClassificationBrain Computer Interface | CodeCode Available | 1 | 5 |
| SLEEPYLAND: trust begins with fair evaluation of automatic sleep staging models | Jun 10, 2025 | EEGSleep Staging | CodeCode Available | 1 | 5 |
| Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification | Mar 7, 2025 | Brain Computer InterfaceDomain Adaptation | 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 |
| A Lie Group Approach to Riemannian Batch Normalization | Mar 17, 2024 | Action RecognitionEEG | CodeCode Available | 1 | 5 |
| Structure-Preserving Transformers for Sequences of SPD Matrices | Sep 14, 2023 | EEGEEG based sleep staging | 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 |
| Frequency-Based Alignment of EEG and Audio Signals Using Contrastive Learning and SincNet for Auditory Attention Detection | Mar 6, 2025 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
