EEG Data Classification with CNN, LSTM/GRU, and Mixed LSTM Models
☆39Sep 29, 2019Updated 6 years ago
Alternatives and similar repositories for BigProject
Users that are interested in BigProject are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient an…☆20Jul 5, 2020Updated 6 years ago
- the experiment on EEG classify using CNN-LSTM structure network☆12Jan 14, 2017Updated 9 years ago
- 2-Channel EEG Sleep Staging Algorithm using CNN-LSTM Architecture☆17Jan 28, 2021Updated 5 years ago
- The final project for ECE C147/C247, which evaluates the performance of CNN + Transformer and CNN + GRU + SimpleRNN models on an EEG data…☆13Mar 29, 2023Updated 3 years ago
- ☆109Mar 16, 2019Updated 7 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆91Aug 3, 2019Updated 6 years ago
- Clasificacion de imagenes motoras en señales EEG con CNN, LSTM y otros clasificadores☆55Apr 16, 2021Updated 5 years ago
- This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convol…☆48Oct 25, 2019Updated 6 years ago
- Emotional Classification from EEG data using Recurrent Neural Network and it's variants☆15Dec 7, 2016Updated 9 years ago
- Transfer learning for multi source EEG-emotion-classification☆15Nov 18, 2020Updated 5 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆96May 23, 2018Updated 8 years ago
- residual deep cnn and lstm for classifying SEED data☆13May 1, 2023Updated 3 years ago
- for the paper "V-3DCNN, emotion recognition based on EEG"☆13Jul 28, 2022Updated 3 years ago
- ECE-GY 9123 Project: GCN-Explain-Net: An Explainable Graph Convolutional Neural Network (GCN) for EEG-based Motor Imagery Classification …☆54May 20, 2021Updated 5 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- This project tries to use AI, specifically reinforcement learning, to manage a stock portfolio. The objective is to be practical. So this…☆19May 5, 2019Updated 7 years ago
- This repo is for the submission for my Final Year Project on creating Synthetic EEG Data using General Adverserial Neural Networks (GANs)…☆55Aug 31, 2020Updated 5 years ago
- Implement Long Short-Term Memory(LSTM) with pytorch to handle raw EEG data☆25Jan 7, 2021Updated 5 years ago
- Classification of Fatigue in Consumer-grade EEG Using Entropies as Features☆17Sep 13, 2020Updated 5 years ago
- Universal Joint Feature Extraction for P300 EEG Classification Using Multi-Task Autoencoder (IEEE Access)☆46Sep 15, 2019Updated 6 years ago
- EEG time-series data analysis including ERPs, time-frequency analysis, statistics and classification☆17Oct 22, 2018Updated 7 years ago
- A Deep Learning library for EEG Tasks (Signals) Classification, based on TensorFlow.☆1,162Jul 20, 2025Updated last year
- The project uses EEG signals from the DEAP Dataset to classify emotions into 4 classes using Ensembled 1-D CNNs, LSTMs and 2D , 3D CNNs a…☆61Dec 9, 2022Updated 3 years ago
- Demonstrate the code used in "Using Recurrent Neural Networks for P300-Based Brain-Computer Interface"☆31Feb 6, 2018Updated 8 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.
- Processed the DEAP dataset on basis of 1) PSD (power spectral density) and 2)DWT(discrete wavelet transform) features . Classifies the EE…☆134May 21, 2020Updated 6 years ago
- Epileptic seizure classification using a deep neural network (LSTM)☆11Apr 22, 2023Updated 3 years ago
- ☆10Dec 5, 2021Updated 4 years ago
- Parallel Spatial--Temporal Self-attention CNN-based Motor Imagery Classification for BCI☆32Mar 30, 2021Updated 5 years ago
- Stock Price Predictor with Deep Learning☆11Aug 5, 2017Updated 8 years ago
- MATLAB implementation of DQN for a navigation environment☆13Aug 13, 2020Updated 5 years ago
- Re-Training an established Neural Network to classify MRI Image Data☆16Apr 9, 2017Updated 9 years ago
- Evaluation of Neural Networks for Classifying Electroencephalography (EEG) Data☆11Mar 15, 2022Updated 4 years ago
- ☆15Jun 11, 2026Updated last month
- Managed Kubernetes at scale on DigitalOcean • AdDigitalOcean Kubernetes includes the control plane, bandwidth allowance, container registry, automatic updates, and more for free.
- This is the Army Research Laboratory (ARL) EEGModels Project: A Collection of Convolutional Neural Network (CNN) models for EEG signal cl…☆1,541May 2, 2022Updated 4 years ago
- Python code for mental state recognition from EEG observations using CNN and RNN networks.☆35Jan 14, 2016Updated 10 years ago
- This repository contains the tensorflow implementation for our ICONIP-2018 paper: "Continuous Convolutional Neural Network with 3D Input …☆59Apr 20, 2023Updated 3 years ago
- CNN-SAE program for MI-BCI classification. (Based on "Tabar et al-2016-J Neural Eng. A novel deep learning approach for classification of…☆44Dec 13, 2018Updated 7 years ago
- Perform EEG Channel selection with Gumbel-softmax☆14Jan 5, 2021Updated 5 years ago
- Automated Detection of Major Depressive Disorder with EEG Signals: A Time Series Classification Using Deep Learning☆21Jun 25, 2024Updated 2 years ago
- Some studies regarding the selection of optimal channels in a BCI based on motor imagery☆13Nov 13, 2023Updated 2 years ago