| Evaluation in EEG Emotion Recognition: State-of-the-Art Review and Unified Framework | May 14, 2025 | EEGEEG Emotion Recognition | 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 |
| CMCRD: Cross-Modal Contrastive Representation Distillation for Emotion Recognition | Apr 12, 2025 | EEGEmotion Recognition | CodeCode Available | 1 | 5 |
| 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 | 5 |
| FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface | Mar 17, 2021 | Binary ClassificationBrain Computer Interface | CodeCode Available | 1 | 5 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | 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 |
| Foundational GPT Model for MEG | Apr 14, 2024 | EEGmodel | CodeCode Available | 1 | 5 |
| From Brainwaves to Brain Scans: A Robust Neural Network for EEG-to-fMRI Synthesis | Feb 11, 2025 | EEGSSIM | 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 |
| eegFloss: A Python package for refining sleep EEG recordings using machine learning models | Jul 8, 2025 | EEGSleep Staging | 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 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | 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 |
| A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data | Oct 27, 2022 | Domain AdaptationEEG | 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-to-Text Translation: A Model for Deciphering Human Brain Activity | May 20, 2025 | DecoderEEG | CodeCode Available | 1 | 5 |
| Cross Task Neural Architecture Search for EEG Signal Classifications | Oct 1, 2022 | Brain Computer InterfaceEEG | 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 |
| Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals | Feb 21, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| DARNet: Dual Attention Refinement Network with Spatiotemporal Construction for Auditory Attention Detection | Oct 15, 2024 | EEG | CodeCode Available | 1 | 5 |
| Perceptogram: Reconstructing Visual Percepts from EEG | Apr 1, 2024 | DecoderEEG | CodeCode Available | 1 | 5 |
| EEG-CLIP : Learning EEG representations from natural language descriptions | Mar 18, 2025 | Contrastive LearningEEG | 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 |
| IncepFormerNet: A multi-scale multi-head attention network for SSVEP classification | Feb 4, 2025 | EEGSSVEP | CodeCode Available | 1 | 5 |
| EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification | Jul 8, 2021 | Brain Computer InterfaceClassification | 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 |
| 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 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | 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 aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation | Nov 18, 2022 | ECG based Sleep StagingEEG | CodeCode Available | 1 | 5 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | 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 |
| EEG Channel Interpolation Using Deep Encoder-decoder Netwoks | Sep 21, 2020 | DecoderEEG | 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 |
| 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 |
| Domain-Invariant Representation Learning from EEG with Private Encoders | Jan 27, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| A novel Fourier Adjacency Transformer for advanced EEG emotion recognition | Feb 28, 2025 | EEGEEG Emotion Recognition | CodeCode Available | 1 | 5 |
| Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis | Aug 5, 2024 | 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 |
| ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment | Aug 17, 2024 | Anomaly DetectionEEG | 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 |
| A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition | May 12, 2024 | Contrastive LearningEEG | CodeCode Available | 1 | 5 |
| A Strong and Simple Deep Learning Baseline for BCI MI Decoding | Sep 11, 2023 | Deep LearningEEG | CodeCode Available | 1 | 5 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | 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 |
