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:
- A basic demonstration how to use Python, MNE, and PyTorch to analyze EEG signal.☆25Dec 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…☆138Apr 4, 2021Updated 5 years ago
- A large database of artificial neural network statistics during training☆15Dec 8, 2020Updated 5 years ago
- Emotion Recognition Transformer Network Based EEG Signals.☆26Aug 15, 2023Updated 2 years ago
- Implementing LRP (Layer-wise Relevance Propagation) for a sequence-to-sequence model with GRU layers.☆12Sep 8, 2023Updated 2 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.
- Whole-brain modelling of TMS-EEG TEPs (Momi et al. ELife 2023)☆19Apr 26, 2023Updated 3 years ago
- EEG-Based Emotion Recognition☆70Jun 9, 2024Updated last year
- EEG-based Emotion Recognition using Deep Reinforcement Learning☆17Dec 31, 2023Updated 2 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
- 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
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆52Mar 29, 2021Updated 5 years ago
- Analysis of Transformer attention in EEG signal classification☆48Sep 1, 2024Updated last year
- 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.
- 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
- ☆13May 6, 2026Updated 2 weeks ago
- Fault diagnosis of some critical and non-critical faults in electric drives using anomaly detection.☆14May 21, 2023Updated 3 years ago
- Official repo for “Unlocking Attributes' Contribution to Successful Camouflage: A Combined Textual and Visual Analysis Strategy”☆14Nov 26, 2024Updated last year
- Hypothetical Minds is an autonomous LLM-based agent for diverse multi-agent settings, integrating a Theory of Mind module Theory of Mind …☆40Jul 13, 2024Updated last year
- [TNNLS 2025] Language-guided contrastive learning for M/EEG-based image recognition.☆36Dec 2, 2024Updated last year
- Code for Cross-Task Neural Architecture Search for EEG Signals☆17Mar 7, 2023Updated 3 years ago
- 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
- 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.
- Unofficial implementation of EEGformer in pytorch☆24Oct 10, 2024Updated last year
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆81Apr 7, 2022Updated 4 years ago
- A simple closed-loop BCI simulator for testing real-time neural decoding algorithms☆50Dec 22, 2023Updated 2 years ago
- Towards Domain Free Transformer for Generalized EEG Pre-training☆31Apr 22, 2025Updated last year
- ☆12Dec 12, 2020Updated 5 years ago
- ☆11Feb 13, 2021Updated 5 years ago
- This repository contains the code for our proposed method "Multi-source Feature Alignment and Label Rectification" (MFA-LR), which has be…☆24Jul 14, 2023Updated 2 years ago
- ☆45Jan 17, 2020Updated 6 years ago
- eeg based emotion classification transformer on DEAP data set☆14Feb 26, 2022Updated 4 years ago
- Open source password manager - Proton Pass • AdSecurely store, share, and autofill your credentials with Proton Pass, the end-to-end encrypted password manager trusted by millions.
- ☆16Jan 4, 2023Updated 3 years ago
- Online Code Editor With Pure JS☆12Jun 12, 2022Updated 3 years ago
- Multiple Source Domain Adaptation with Adversarial Learning☆22Jul 6, 2020Updated 5 years ago
- ☆10May 19, 2017Updated 9 years ago
- modify self-attention model for EEG signal as input and image embedding layer as output☆102May 31, 2019Updated 6 years ago
- This repository contains the code for emotion recognition using wavelet transform and svm classifiers' rbf kernel.☆34Feb 25, 2023Updated 3 years ago
- [TNSRE 23] Global Adaptive Transformer for Cross-Subject EEG Classification.☆32Jan 11, 2024Updated 2 years ago