| Real-Time Seizure Detection using EEG: A Comprehensive Comparison of Recent Approaches under a Realistic Setting | Jan 21, 2022 | DiagnosticEEG | CodeCode Available | 1 |
| NEAR - Newborns EEG Artifact Removal | Jan 15, 2022 | EEGEEG Artifact Removal | CodeCode Available | 1 |
| A Saliency based Feature Fusion Model for EEG Emotion Estimation | Jan 11, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation | Jan 10, 2022 | EEGEeg Decoding | 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 |
| 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 |
| Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification | Dec 5, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Embedding Decomposition for Artifacts Removal in EEG Signals | Dec 2, 2021 | DecoderDenoising | CodeCode Available | 1 |
| Scalable Machine Learning Architecture for Neonatal Seizure Detection on Ultra-Edge Devices | Nov 29, 2021 | BIG-bench Machine LearningEEG | 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 |
| Subject-Independent Drowsiness Recognition from Single-Channel EEG with an Interpretable CNN-LSTM model | Nov 21, 2021 | EEGElectroencephalogram (EEG) | 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 |
| EEGEyeNet: a Simultaneous Electroencephalography and Eye-tracking Dataset and Benchmark for Eye Movement Prediction | Nov 6, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| EEG-Based Emotion Recognition Using Genetic Algorithm Optimized Multi-Layer Perceptron | Nov 4, 2021 | EEGEEG Emotion Recognition | CodeCode Available | 1 |
| Synthesizing Speech from Intracranial Depth Electrodes using an Encoder-Decoder Framework | Nov 2, 2021 | DecoderEEG | CodeCode Available | 1 |
| Self-supervised EEG Representation Learning for Automatic Sleep Staging | Oct 27, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Low-cost brain computer interface for everyday use | Sep 29, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Self-supervised Contrastive Learning for EEG-based Sleep Staging | Sep 16, 2021 | Contrastive LearningEEG | CodeCode Available | 1 |
| Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity | Jul 18, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| MS-MDA: Multisource Marginal Distribution Adaptation for Cross-subject and Cross-session EEG Emotion Recognition | Jul 16, 2021 | Domain AdaptationEEG | 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 |
| EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification | Jul 8, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 1 |
| Extracting Different Levels of Speech Information from EEG Using an LSTM-Based Model | Jun 17, 2021 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Transformer-based Spatial-Temporal Feature Learning for EEG Decoding | Jun 11, 2021 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Classification of Hand-Grasp Movements of Stroke Patients using EEG Data | Jun 4, 2021 | ClassificationEEG | CodeCode Available | 1 |
| EEG-based Cross-Subject Driver Drowsiness Recognition with an Interpretable Convolutional Neural Network | May 30, 2021 | Deep 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 |
| Robust learning from corrupted EEG with dynamic spatial filtering | May 27, 2021 | BIG-bench Machine 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 |
| LGGNet: Learning from Local-Global-Graph Representations for Brain-Computer Interface | May 5, 2021 | Brain Computer InterfaceEEG | 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 |
| Self-Supervised Graph Neural Networks for Improved Electroencephalographic Seizure Analysis | Apr 16, 2021 | ClassificationEEG | CodeCode Available | 1 |
| TSception: Capturing Temporal Dynamics and Spatial Asymmetry from EEG for Emotion Recognition | Apr 7, 2021 | EEGEmotion Recognition | CodeCode Available | 1 |
| FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface | Mar 17, 2021 | Binary ClassificationBrain Computer Interface | CodeCode Available | 1 |
| Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts | Feb 25, 2021 | ClassificationEEG | CodeCode Available | 1 |
| HNPE: Leveraging Global Parameters for Neural Posterior Estimation | Feb 12, 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 |
| MIN2Net: End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification | Feb 7, 2021 | ClassificationEEG | 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-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 |
| Spatiotemporal patterns of adaptation-induced slow oscillations in a whole-brain model of slow-wave sleep | Nov 30, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Correct block-design experiments mitigate temporal correlation bias in EEG classification | Nov 25, 2020 | ClassificationEEG | 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 |
| A Deep Neural Network for SSVEP-based Brain-Computer Interfaces | Nov 17, 2020 | Brain Computer InterfaceEEG | CodeCode Available | 1 |
| Real-time noise cancellation with Deep Learning | Nov 6, 2020 | Deep LearningEEG | CodeCode Available | 1 |
| Disguising Personal Identity Information in EEG Signals | Oct 18, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| Statistical control for spatio-temporal MEG/EEG source imaging with desparsified multi-task Lasso | Sep 29, 2020 | ClusteringConstrained Clustering | CodeCode Available | 1 |
| EEGdenoiseNet: A benchmark dataset for end-to-end deep learning solutions of EEG denoising | Sep 24, 2020 | Deep LearningDenoising | 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 |
| EEG Channel Interpolation Using Deep Encoder-decoder Netwoks | Sep 21, 2020 | DecoderEEG | CodeCode Available | 1 |
