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…
☆27Mar 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 (…☆28Mar 9, 2022Updated 4 years ago
- A toolbox for EEG signals processing. Welcome to join and build!☆13Nov 9, 2022Updated 3 years ago
- Extract features from recorded EEG signal to detect driver fatigue with an ML/DL Hybrid Classifier☆15Jun 15, 2020Updated 5 years ago
- Support paper for Cross-Subject EEG Emotion Classification based on Few-Label Adversarial Domain Adaption☆29Jul 23, 2021Updated 4 years ago
- paper for “Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification”☆14Nov 2, 2020Updated 5 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- ☆34Mar 16, 2025Updated last year
- About Open source code of paper: Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX☆72Sep 14, 2023Updated 2 years ago
- 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)☆47Feb 1, 2021Updated 5 years ago
- A ViT based transformer applied on multi-channel time-series EEG data for motor imagery classification☆195May 10, 2025Updated 11 months ago
- ☆21Jul 13, 2023Updated 2 years ago
- code for LMDA☆88Jul 14, 2023Updated 2 years ago
- Emotion recognition base on EEG.☆19Jun 1, 2023Updated 2 years ago
- An Open-Source GUI for CNN-based EEG Decoding and Model Interpretation☆20Sep 8, 2022Updated 3 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- Real-time EEG source localization based on Smarting mBrainTrain EEG headset and implemented in Matlab.☆16Jul 6, 2017Updated 8 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 …☆11Jan 20, 2022Updated 4 years ago
- ☆30Jun 25, 2025Updated 9 months ago
- a set of function to make it easier to create behavioral, EEG, fMRI experiment with psychtoolbox☆15Mar 16, 2026Updated last month
- A collection of the many scripts we use here at CSEA.☆11Apr 8, 2026Updated last week
- 🧠 Data-driven head model individualization from digitized electrode positions or photogrammetry for improved M/EEG source localization a…☆15Mar 9, 2026Updated last month
- This project is the code of BF-GCN. The paper has been accepted by IEEE Transactions on Neural Networks and Learning Systems.☆23Jul 2, 2024Updated last year
- Deployed a facial emotion recognition using neural network model which predicts the emotion from faces in images, videos and live feed fr…☆11May 2, 2021Updated 4 years ago
- CNN-Former model with EEG-ME for SSVEP classification (TNSRE)☆16Sep 8, 2024Updated last year
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- A list of papers for motor imagery using machine learning/deep learning.☆84Feb 22, 2021Updated 5 years ago
- 脑机接口资源汇总☆14Aug 11, 2022Updated 3 years ago
- See the wrold with ResNet☆14May 1, 2017Updated 8 years ago
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆330Mar 23, 2023Updated 3 years ago
- ☆10Aug 13, 2021Updated 4 years ago
- Based on EEG signal, the differential entropy feature is extracted, and the convolution neural network based on time domain network and a…☆13Sep 21, 2022Updated 3 years ago
- This is my paper.☆11Jun 24, 2023Updated 2 years ago
- Classifies percussion audio samples with a CNN-LSTM, written in python and pytorch. Also exports to Drumkv1 (lv2 plugin)☆14Aug 20, 2020Updated 5 years ago
- This is the model zoo for our CVPR 2023 paper: EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention☆14Mar 13, 2024Updated 2 years ago
- Wordpress hosting with auto-scaling - Free Trial • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆26Jan 11, 2023Updated 3 years ago
- Building an efficient music recommendation system which determines the emotion of user using Facial Recognition techniques.☆13Jul 23, 2021Updated 4 years ago
- CogBeacon is a multi-modal dataset designed to target the effects of cognitive fatigue in human performance. The dataset consists of 76 s…☆17Nov 26, 2019Updated 6 years ago
- How EEG preprocessing shapes decoding performance☆17Jul 11, 2025Updated 9 months ago
- Large-scale Data Classification based on the Integrated Fusion of Fuzzy Learning and Graph Neural Network☆13Nov 2, 2023Updated 2 years ago
- Attention-based LSTM, CNN and CNN+LSTM model for running fatigue detection with IMU Python3.7.9 TensorFlow2.0 Anaconda with Jupyter Panda…☆14Jun 17, 2025Updated 10 months ago
- This is the python implementation of Tensor-CSPNet and Graph-CSPNet.☆86Jan 10, 2026Updated 3 months ago