cuijiancorbin / EEG-based-Cross-Subject-Driver-Drowsiness-Recognition-with-an-Interpretable-CNNView on GitHub
Existing work in the field of BCI treats deep learning models as black-box classifiers. In this project, we develop a novel model named "InterpretableCNN" that allows sample wise analysis of important features for classification. The model not only achieves SOTA classification accuracy of EEG signals but also reveals meaningful features from EEG…
☆30Mar 15, 2022Updated 4 years ago
Alternatives and similar repositories for EEG-based-Cross-Subject-Driver-Drowsiness-Recognition-with-an-Interpretable-CNN
Users that are interested in EEG-based-Cross-Subject-Driver-Drowsiness-Recognition-with-an-Interpretable-CNN are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- In this project, we propose a CNN model to classify single-channel EEG for driver drowsiness detection. We use the Class Activation Map (…☆30Mar 9, 2022Updated 4 years ago
- In this project, we propose a CNN-LSTM model to classify single-channel EEG for driver drowsiness detection. We designed a visualization …☆15Nov 21, 2021Updated 4 years ago
- 🧠 + 🚗 Driver fatigue detection through multiple entropy fusion analysis in an EEG-based system☆25Feb 21, 2026Updated 5 months ago
- A source code for "VIGNet: A deep convolutional neural network for EEG-based driver vigilance estiamtion"☆12May 15, 2022Updated 4 years ago
- A toolbox for EEG signals processing. Welcome to join and build!☆13Nov 9, 2022Updated 3 years ago
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- MSVTNet: Multi-Scale Vision Transformer Neural Network for EEG-Based Motor Imagery Decoding☆37May 16, 2025Updated last year
- About Open source code of paper: Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX☆74Sep 14, 2023Updated 2 years ago
- ☆17Sep 20, 2022Updated 3 years ago
- This is my paper.☆13Jun 24, 2023Updated 3 years ago
- DL model estimating vigilance levels using multimodal EEG and EOG☆33Jul 7, 2022Updated 4 years ago
- Support paper for Cross-Subject EEG Emotion Classification based on Few-Label Adversarial Domain Adaption☆28Jul 23, 2021Updated 5 years ago
- Extract features from recorded EEG signal to detect driver fatigue with an ML/DL Hybrid Classifier☆15Jun 15, 2020Updated 6 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆197May 10, 2025Updated last year
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆13Nov 2, 2020Updated 5 years ago
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- A comprehensive list of pain intensity classification papers mainly based on deep learning algorithms☆12Oct 20, 2024Updated last year
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆74Apr 30, 2024Updated 2 years ago
- ☆34Mar 16, 2025Updated last year
- Matlab codes for the Online SSVEP-based BCI using Riemannian Geometry algorithm☆53Jan 8, 2018Updated 8 years ago
- Manifold Embedded Knowledge Transfer for Brain-Computer Interfaces (MEKT)☆46Feb 1, 2021Updated 5 years ago
- 使用的pytorch编写的eegnet代码，方便现在进行调试☆29Sep 12, 2023Updated 2 years ago
- code for NeurIPS_competition☆28Jan 19, 2022Updated 4 years ago
- ☆14Mar 19, 2024Updated 2 years ago
- [CogSci 23'] Generate your neural signals from mine: individual-to-individual EEG converters☆31Apr 24, 2023Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Emotion recognition base on EEG.☆19Jun 1, 2023Updated 3 years ago
- This code implements the EEG Net deep learning model using PyTorch. The EEG Net model is based on the research paper titled "EEGNet: A Co…☆55Apr 2, 2025Updated last year
- ☆30Jun 25, 2025Updated last year
- Real-time EEG source localization based on Smarting mBrainTrain EEG headset and implemented in Matlab.☆17Jul 6, 2017Updated 9 years ago
- This project is the code of BF-GCN. The paper has been accepted by IEEE Transactions on Neural Networks and Learning Systems.☆25Jul 2, 2024Updated 2 years ago
- a set of function to make it easier to create behavioral, EEG, fMRI experiment with psychtoolbox☆15Jul 23, 2026Updated 3 weeks ago
- Apply multivariate multiscale permutation entropy transform to multivariate time series☆10Aug 3, 2023Updated 3 years ago
- An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation☆20Sep 8, 2022Updated 3 years ago
- Deployed a facial emotion recognition using neural network model which predicts the emotion from faces in images, videos and live feed fr…☆12May 2, 2021Updated 5 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Building an efficient music recommendation system which determines the emotion of user using Facial Recognition techniques.☆13Jul 23, 2021Updated 5 years ago
- In this project, we implemented 7 interpretation techniques on two benchmark deep learning models "EEGNet" and "InterpretableCNN" for EEG…☆16Mar 15, 2022Updated 4 years ago
- This is the dataset for the competition "Clinical Brain Computer Interfaces Challenge" to be held at WCCI 2020 at Glasgow. There are the …☆12Jan 20, 2022Updated 4 years ago
- This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal cl…☆1,548May 2, 2022Updated 4 years ago
- End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG Classification (IEEE Transactions on Biomedical Engineering)☆105May 30, 2025Updated last year
- iDeepV: predicting RBP binding sites using vector representation learned from sequences with a CNN.☆10Jul 16, 2019Updated 7 years ago
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆334Mar 23, 2023Updated 3 years ago