This repository contains a Python code script for performing emotion classification using EEG (Electroencephalogram) data. Emotion classification from EEG signals is an important application in neuroscience and human-computer interaction. The code leverages deep learning techniques to analyze EEG data and predict emotional states.
☆24Sep 4, 2023Updated 2 years ago
Alternatives and similar repositories for Deep-Learning-for-EEG-Emotion-Classification
Users that are interested in Deep-Learning-for-EEG-Emotion-Classification are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- ☆34Mar 16, 2025Updated last year
- Record EEG data from a Muse 2 headband using the MInd Monitor app and python osc module. Build and train a CNN model in Keras framework t…☆16Mar 2, 2026Updated last month
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆82Oct 26, 2021Updated 4 years ago
- A basic demonstration how to use Python, MNE, and PyTorch to analyze EEG signal.☆24Dec 6, 2022Updated 3 years ago
- Emotion recognition can be achieved by obtaining signals from the brain by EEG . This test records the activity of the brain in form of w…☆137Apr 4, 2021Updated 5 years ago
- Serverless GPU API endpoints on Runpod - Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Emotion Recognition Transformer Network Based EEG Signals.☆26Aug 15, 2023Updated 2 years ago
- ☆32Apr 10, 2021Updated 5 years ago
- Implementing LRP (Layer-wise Relevance Propagation) for a sequence-to-sequence model with GRU layers.☆12Sep 8, 2023Updated 2 years ago
- Whole-brain modelling of TMS-EEG TEPs (Momi et al. ELife 2023)☆19Apr 26, 2023Updated 2 years ago
- EEG-Based Emotion Recognition☆68Jun 9, 2024Updated last year
- EEG-based Emotion Recognition using Deep Reinforcement Learning☆17Dec 31, 2023Updated 2 years ago
- This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals☆17Dec 14, 2020Updated 5 years ago
- Public Models considered for emotion estimation from EEG☆34Sep 8, 2022Updated 3 years ago
- Multimodal Genuine Emotion and Expression Detection database☆12Jul 15, 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.
- It's a wireless device to monitor the heart beat and emotion simultaneously. It takes PPG signal from PPG sensor and estimate the heart b…☆21Dec 23, 2019Updated 6 years ago
- Submission to the Motor Imagery track of BEETL competition, organized within NeurIPS 2021☆12Sep 8, 2022Updated 3 years ago
- Implementing Common Spatial Pattern (CSP) algorithm for MI-BCI from scratch with python☆10Oct 24, 2020Updated 5 years ago
- Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient an…☆20Jul 5, 2020Updated 5 years ago
- ☆10Jun 10, 2023Updated 2 years ago
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆51Mar 29, 2021Updated 5 years ago
- Analysis of Transformer attention in EEG signal classification☆47Sep 1, 2024Updated last year
- EEG-pyline is a pipeline for EEG data pre-processing, analysis and visualisation created for neuroscience and mental health research.☆34Feb 12, 2025Updated last year
- ☆15Nov 9, 2023Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Source code for CIKM-CSSA 2020 paper SNAG "Simplified Neural Architecture search for Graph Neural Networks".☆14Mar 7, 2021Updated 5 years ago
- An unofficial PyTorch implementation of the NeurIPS 2020 paper Hard Negative Mixing for Contrastive Learning.☆20Oct 17, 2022Updated 3 years ago
- ☆13Updated this week
- This project is a part of ICT730 Hardware Designs for Embedded Systems☆13May 14, 2020Updated 5 years ago
- Fault diagnosis of some critical and non-critical faults in electric drives using anomaly detection.☆13May 21, 2023Updated 2 years ago
- [TNNLS 2025] Language-guided contrastive learning for M/EEG-based image recognition.☆34Dec 2, 2024Updated last year
- Official repo for “Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and Visual Analysis Strategy”☆14Nov 26, 2024Updated last year
- This repository is the official implementation of “Different Set Domain Adaptation for Brain Computer Interfaces: A Label Alignment Appro…☆22Dec 25, 2021Updated 4 years ago
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆83Apr 7, 2022Updated 4 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.
- Applying different classification algorithms and comparing performances☆11Jan 13, 2017Updated 9 years ago
- A simple closed-loop BCI simulator for testing real-time neural decoding algorithms☆49Dec 22, 2023Updated 2 years ago
- Towards Domain Free Transformer for Generalized EEG Pre-training☆30Apr 22, 2025Updated 11 months ago
- ☆11Feb 13, 2021Updated 5 years ago
- This is a landing page build and created in the flutter for Mobile, Web, and Desktop.☆12Mar 9, 2021Updated 5 years ago
- ☆45Jan 17, 2020Updated 6 years ago
- Multiple Source Domain Adaptation with Adversarial Learning☆22Jul 6, 2020Updated 5 years ago