This model replaces the original CompactCNN with a Transformer model. It is designed to classify 1D EEG signals for the purpose of driver drowsiness recognition.
☆12Jun 26, 2023Updated 3 years ago
Alternatives and similar repositories for Transformer-for-Single-Channel-EEG
Users that are interested in Transformer-for-Single-Channel-EEG are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆34Aug 30, 2023Updated 3 years ago
- 使用Transformer和CNN网络对脑电运动进行分类☆14May 5, 2023Updated 3 years ago
- The model code for the TS-SEFFNet proposed in the paper "A Temporal-Spectral-based Squeeze-and-Excitation Feature Fusion Network for Moto…☆20Nov 23, 2021Updated 4 years ago
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆62Jun 19, 2023Updated 3 years ago
- Pipeline for structured coupled matrix-tensor factorization of EEG-fMRI data☆10Mar 12, 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.
- [IEEE TNSRE] Mixture of Experts for EEG-Based Seizure Subtype Classification☆11Aug 20, 2024Updated 2 years ago
- Codes for the paper 'Automatic sleep staging by a hybrid model based on deep 1D-ResNet-SE and LSTM with single-channel raw EEG signals' h…☆25Jun 21, 2023Updated 3 years ago
- Towards Domain Free Transformer for Generalized EEG Pre-training☆31Apr 22, 2025Updated last year
- Implementation of LSTM with FCN in keras.☆13Feb 23, 2018Updated 8 years ago
- a 1d attention CNN for signal classification written in tensorflow☆11Jun 6, 2022Updated 4 years ago
- EEG Motor Imagery Classification Using CNN, Transformer, and MLP☆37Jul 29, 2025Updated last year
- In this project, we propose a CNN model to classify single-channel EEG for driver drowsiness detection. We use the Class Activation Map (…☆32Mar 9, 2022Updated 4 years ago
- Analysis code for Schmaelzle, O'Donnell et al. (2017) PNAS☆10May 7, 2017Updated 9 years ago
- Motor imagery EEG classifier for my master's thesis.☆21Jan 9, 2017Updated 9 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.
- Python TensorFlow CNN Model trained on EEG signals to classify schizophrenia vs. control, with 98% accuracy in distinguishing neural patt…☆11Oct 13, 2025Updated last year
- Using CNN-LSTM for emotion recognition based on EEG signals☆12May 2, 2023Updated 3 years ago
- Deformable 3D ConvNets for Action Recognition☆10Jan 21, 2018Updated 8 years ago
- MATLAB Project to Classify Different Sleep Stages of the EEG Signals using Machine Learning (Random Forest and Support Vector Machine)☆13Jan 18, 2025Updated last year
- ☆11Jun 11, 2023Updated 3 years ago
- Surface electromyography based gesture recognition based on dual-stream CNN☆14Jun 7, 2023Updated 3 years ago
- measures to assess frequency-weighted instantaneous energy☆18Apr 4, 2022Updated 4 years ago
- This is the source code for the paper "Training CNNs on speckled optical dataset for edge detection in SAR images".☆12Mar 12, 2022Updated 4 years ago
- Classification of Kidney Disease using CNN model in Deep Learning to classify kidney disease among Cyst, Stone, Tumor and Normal Kidney…☆16Apr 28, 2023Updated 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.
- Modelling, Simulation & Optimization Laboratory☆11Jun 29, 2021Updated 5 years ago
- ☆19Apr 25, 2023Updated 3 years ago
- EEG-based Major Depression Disorder Recognition using Swin Transformers☆12Jun 23, 2024Updated 2 years ago
- Implemented an EEG processing toolkit; an Ensemble SVM; a stacked RNN and CNN.☆11Oct 23, 2019Updated 7 years ago
- Epilepsy seizure detection in EEG signal using Deep Learning☆12May 29, 2023Updated 3 years ago
- power spectrum using fft, waveforms and amplitude spectrums for delta, alpha, gamma, beta and theta bands☆13Sep 28, 2016Updated 10 years ago
- This is the repository of through-the-wall radar human activity recognition using multi-sampling convolutional neural networks (MSCNN). A…☆10Aug 5, 2025Updated last year
- Code for Paper Titled, "Identifying EEG Biomarkers of Depression with Novel Explainable Deep Learning Architectures"☆10Mar 15, 2024Updated 2 years ago
- CCRRSleepNet: A Hybrid Relational Inductive Biases Network for Automatic Sleep Stage Classification on Raw Single-Channel EEG☆12Aug 10, 2021Updated 5 years ago
- Simple, predictable pricing with DigitalOcean hosting • AdAlways know what you'll pay with monthly caps and flat pricing. Enterprise-grade infrastructure trusted by 600k+ customers.
- 1D convolutional neural networks for activity recognition in python.☆30Apr 24, 2020Updated 6 years ago
- Materials for workshops on the open neural time series analysis toolbox MNE-Python☆16Apr 15, 2019Updated 7 years ago
- Partial Python port of PhysioNet SampEn C code☆11Feb 23, 2024Updated 2 years ago
- PyTorch implementation of Pointwise Convolutional Neural Networks in CVPR 2018.☆12Aug 4, 2019Updated 7 years ago
- Content associated with a PyData Seattle 2017 tutorial on Unevenly spaced time series analysis of The Simpsons using pandas☆15Jul 6, 2017Updated 9 years ago
- Experiments with LAVIS library to perform image2text and text2image retrieval with BLIP and BLIP2 models☆15Sep 25, 2023Updated 3 years ago
- Predict the enzyme class of a given FASTA sequence using deep learning methods including CNNs, LSTM, BiLSTM, GRU, and attention models al…☆12Aug 29, 2021Updated 5 years ago