| 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 |
| EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation | Nov 18, 2022 | ECG based Sleep StagingEEG | CodeCode Available | 1 |
| EEG-based Cross-Subject Driver Drowsiness Recognition with an Interpretable Convolutional Neural Network | May 30, 2021 | Deep LearningEEG | CodeCode Available | 1 |
| edBB: Biometrics and Behavior for Assessing Remote Education | Dec 10, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG Channel Interpolation Using Deep Encoder-decoder Netwoks | Sep 21, 2020 | DecoderEEG | CodeCode Available | 1 |
| EEG-CLIP : Learning EEG representations from natural language descriptions | Mar 18, 2025 | Contrastive LearningEEG | CodeCode Available | 1 |
| 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 |
| EEG2Mel: Reconstructing Sound from Brain Responses to Music | Jul 28, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| 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 |
| EEGEyeNet: a Simultaneous Electroencephalography and Eye-tracking Dataset and Benchmark for Eye Movement Prediction | Nov 6, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| 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 |
| A Deep Learning Approach for the Segmentation of Electroencephalography Data in Eye Tracking Applications | Jun 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Dreamento: an open-source dream engineering toolbox for sleep EEG wearables | Jul 8, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Device JNEEG to convert Jetson Nano to brain-Computer interfaces. Short report | Jan 23, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Deep comparisons of Neural Networks from the EEGNet family | Feb 17, 2023 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 |
| 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 |
| EEG-Based Emotion Recognition Using Genetic Algorithm Optimized Multi-Layer Perceptron | Nov 4, 2021 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| EEG-ITNet: An Explainable Inception Temporal Convolutional Network for Motor Imagery Classification | Apr 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| DARNet: Dual Attention Refinement Network with Spatiotemporal Construction for Auditory Attention Detection | Oct 15, 2024 | EEG | CodeCode Available | 1 |
| CSLP-AE: A Contrastive Split-Latent Permutation Autoencoder Framework for Zero-Shot Electroencephalography Signal Conversion | Nov 13, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series | Oct 21, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| CNN-based Approaches For Cross-Subject Classification in Motor Imagery: From The State-of-The-Art to DynamicNet | May 17, 2021 | Brain Computer InterfaceDeep Learning | CodeCode Available | 1 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | CodeCode Available | 1 |
| Decoding Covert Speech from EEG Using a Functional Areas Spatio-Temporal Transformer | Apr 2, 2025 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Causal Recurrent Variational Autoencoder for Medical Time Series Generation | Jan 16, 2023 | Causal InferenceDecoder | CodeCode Available | 1 |
| BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction | Dec 22, 2023 | cross-modal alignmentEEG | CodeCode Available | 1 |
| Brain Topography Adaptive Network for Satisfaction Modeling in Interactive Information Access System | Aug 17, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 |
| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training | Jul 9, 2021 | Automatic Sleep Stage ClassificationDomain Adaptation | CodeCode Available | 1 |
| CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection | Dec 19, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| Calibration-free online test-time adaptation for electroencephalography motor imagery decoding | Nov 30, 2023 | EEGMotor Imagery | CodeCode Available | 1 |
| Closed loop BCI System for Cybathlon 2020 | Dec 8, 2022 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition | Apr 12, 2025 | EEGEmotion Recognition | CodeCode Available | 1 |
| A few filters are enough: Convolutional Neural Network for P300 Detection | Sep 16, 2019 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| CognitionCapturer: Decoding Visual Stimuli From Human EEG Signal With Multimodal Information | Dec 13, 2024 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 |
| 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 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 |
| Data augmentation for learning predictive models on EEG: a systematic comparison | Jun 29, 2022 | Data AugmentationEEG | CodeCode Available | 1 |
| Neuro2Semantic: A Transfer Learning Framework for Semantic Reconstruction of Continuous Language from Human Intracranial EEG | May 31, 2025 | EEGText Generation | CodeCode Available | 1 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 |
| Deep learning with convolutional neural networks for EEG decoding and visualization | Mar 15, 2017 | EEGEeg Decoding | CodeCode Available | 1 |
| DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG | Mar 12, 2017 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Disguising Personal Identity Information in EEG Signals | Oct 18, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers | Feb 6, 2025 | Brain Computer InterfaceEEG | CodeCode Available | 1 |