| BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction | Dec 22, 2023 | cross-modal alignmentEEG | CodeCode Available | 1 |
| BIOT: Cross-data Biosignal Learning in the Wild | May 10, 2023 | EEGMissing Values | CodeCode Available | 1 |
| EEG-based Emotional Video Classification via Learning Connectivity Structure | May 28, 2019 | ClassificationEEG | CodeCode Available | 1 |
| Decoding Natural Images from EEG for Object Recognition | Aug 25, 2023 | Contrastive LearningEEG | CodeCode Available | 1 |
| BASEN: Time-Domain Brain-Assisted Speech Enhancement Network with Convolutional Cross Attention in Multi-talker Conditions | May 17, 2023 | EEGSpeech Enhancement | 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 |
| Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG | Jul 26, 2023 | DenoisingEEG | CodeCode Available | 1 |
| Disguising Personal Identity Information in EEG Signals | Oct 18, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Conversational Brain-Artificial Intelligence Interface | Feb 22, 2024 | AI AgentBrain Decoding | CodeCode Available | 1 |
| edBB: Biometrics and Behavior for Assessing Remote Education | Dec 10, 2019 | 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 |
| ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment | Aug 17, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System | Mar 4, 2022 | 4kBrain Computer Interface | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Regularized Graph Neural Networks | Jul 18, 2019 | EEGEEG Emotion Recognition | 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 |
| EEG-DIF: Early Warning of Epileptic Seizures through Generative Diffusion Model-based Multi-channel EEG Signals Forecasting | Oct 22, 2024 | DiagnosticEEG | 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 |
| EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals | Jun 5, 2018 | Data AugmentationEEG | CodeCode Available | 1 |
| EEG-GCNN: Augmenting Electroencephalogram-based Neurological Disease Diagnosis using a Domain-guided Graph Convolutional Neural Network | Nov 17, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEGMatch: Learning with Incomplete Labels for Semi-Supervised EEG-based Cross-Subject Emotion Recognition | Mar 27, 2023 | Data AugmentationDomain Adaptation | CodeCode Available | 1 |
| An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG | Apr 28, 2021 | Automatic Sleep Stage ClassificationEEG | CodeCode Available | 1 |
| EEGNet: A Compact Convolutional Network for EEG-based Brain-Computer Interfaces | Nov 23, 2016 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| A DenseNet-based method for decoding auditory spatial attention with EEG | Sep 14, 2023 | EEG | CodeCode Available | 1 |
| Embedding Decomposition for Artifacts Removal in EEG Signals | Dec 2, 2021 | DecoderDenoising | CodeCode Available | 1 |
| Automatic detection of microsleep episodes with deep learning | Sep 7, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| Enhancing Low-Density EEG-Based Brain-Computer Interfaces with Similarity-Keeping Knowledge Distillation | Dec 6, 2022 | EEGEeg 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 |
| 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 |
| Extracting Different Levels of Speech Information from EEG Using an LSTM-Based Model | Jun 17, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| 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 |
| CwA-T: A Channelwise AutoEncoder with Transformer for EEG Abnormality Detection | Dec 19, 2024 | Anomaly DetectionEEG | CodeCode Available | 1 |
| Fine-Tuning Strategies for Continual Online EEG Motor Imagery Decoding: Insights from a Large-Scale Longitudinal Study | Feb 5, 2025 | DecoderDomain Adaptation | CodeCode Available | 1 |
| Foundational GPT Model for MEG | Apr 14, 2024 | EEGmodel | CodeCode Available | 1 |
| An electronic neuromorphic system for real-time detection of High Frequency Oscillations (HFOs) in intracranial EEG | Sep 23, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| A Transformer-based deep neural network model for SSVEP classification | Oct 9, 2022 | Brain Computer InterfaceClassification | CodeCode Available | 1 |
| Spatiotemporal patterns of adaptation-induced slow oscillations in a whole-brain model of slow-wave sleep | Nov 30, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Can Brain Signals Reveal Inner Alignment with Human Languages? | Aug 10, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| GNN4EEG: A Benchmark and Toolkit for Electroencephalography Classification with Graph Neural Network | Sep 27, 2023 | ClassificationEEG | 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 |
| A Supervised Information Enhanced Multi-Granularity Contrastive Learning Framework for EEG Based Emotion Recognition | May 12, 2024 | Contrastive LearningEEG | CodeCode Available | 1 |
| Hypergraph Multi-modal Large Language Model: Exploiting EEG and Eye-tracking Modalities to Evaluate Heterogeneous Responses for Video Understanding | Jul 11, 2024 | EEGLanguage Modeling | CodeCode Available | 1 |
| IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal | Nov 19, 2021 | DenoisingEEG | CodeCode Available | 1 |
| Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks | Feb 5, 2024 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| IncepFormerNet: A multi-scale multi-head attention network for SSVEP classification | Feb 4, 2025 | EEGSSVEP | CodeCode Available | 1 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity | Jul 18, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data | Apr 29, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Artificial Intelligence for EEG Prediction: Applied Chaos Theory | Oct 3, 2023 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
