| 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 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 | 5 |
| 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 |
| EEGdenoiseNet: A benchmark dataset for end-to-end deep learning solutions of EEG denoising | Sep 24, 2020 | Deep LearningDenoising | CodeCode Available | 1 | 5 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 | 5 |
| Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System | Aug 17, 2022 | EEGElectroencephalogram (EEG) | 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 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | 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 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | 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 |
| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification | Jul 8, 2021 | Brain Computer InterfaceClassification | 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 |
| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | 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 Channel Interpolation Using Deep Encoder-decoder Netwoks | Sep 21, 2020 | 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 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 | 5 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| EEG-CLIP : Learning EEG representations from natural language descriptions | Mar 18, 2025 | Contrastive LearningEEG | 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 |
| EEG-ITNet: An Explainable Inception Temporal Convolutional Network for Motor Imagery Classification | Apr 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| edBB: Biometrics and Behavior for Assessing Remote Education | Dec 10, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A Strong and Simple Deep Learning Baseline for BCI MI Decoding | Sep 11, 2023 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| EEG2Mel: Reconstructing Sound from Brain Responses to Music | Jul 28, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A few filters are enough: Convolutional Neural Network for P300 Detection | Sep 16, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts | Sep 22, 2022 | DiagnosticEEG | CodeCode Available | 1 | 5 |
| Dreamento: an open-source dream engineering toolbox for sleep EEG wearables | Jul 8, 2022 | EEGElectroencephalogram (EEG) | 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 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 | 5 |
| Deep comparisons of Neural Networks from the EEGNet family | Feb 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| Deep learning with convolutional neural networks for EEG decoding and visualization | Mar 15, 2017 | EEGEeg Decoding | CodeCode Available | 1 | 5 |
| Device JNEEG to convert Jetson Nano to brain-Computer interfaces. Short report | Jan 23, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 | 5 |
| Disguising Personal Identity Information in EEG Signals | Oct 18, 2020 | EEGElectroencephalogram (EEG) | 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 |
| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | CodeCode Available | 1 | 5 |
| Decoding Natural Images from EEG for Object Recognition | Aug 25, 2023 | Contrastive LearningEEG | 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 Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition | May 12, 2024 | Contrastive LearningEEG | 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 |
| Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEG | May 31, 2025 | EEGText Generation | 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 Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 | 5 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| BASEN: Time-Domain Brain-Assisted Speech Enhancement Network with Convolutional Cross Attention in Multi-talker Conditions | May 17, 2023 | EEGSpeech Enhancement | CodeCode Available | 1 | 5 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
