EEG-based emotion classification using DEAP dataset
☆154Mar 1, 2023Updated 3 years ago
Alternatives and similar repositories for deap-eeg-classification
Users that are interested in deap-eeg-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:
- EEG Emotion classification using the DEAP pre-processed data☆166Nov 7, 2018Updated 7 years ago
- 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
- 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
- PyTorch EEG emotion analysis using DEAP dataset☆95Dec 5, 2017Updated 8 years ago
- 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
- Managed Database hosting by DigitalOcean • AdPostgreSQL, MySQL, MongoDB, Kafka, Valkey, and OpenSearch available. Automatically scale up storage and focus on building your apps.
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆66Apr 27, 2023Updated 3 years ago
- This project is for classification of emotions using EEG signals recorded in the DEAP dataset to achieve high accuracy score using machi…☆194Mar 1, 2019Updated 7 years ago
- ☆32Apr 10, 2021Updated 5 years ago
- Simply emotion analyse and classify using EEG data based on DEAP dataset, using python and sklearn(SVM,KNN,Tree). 简单的EEG脑电数据情感分析，使用python…☆41May 11, 2025Updated last year
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆45Jul 2, 2019Updated 6 years ago
- 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
- Emotion Recogniton LSTM RNN Arousal Valence☆66Mar 2, 2023Updated 3 years ago
- 硕士期间课题研究记录☆17Feb 25, 2023Updated 3 years ago
- This repository compares typical and advanced modeling approaches for EEG Emotion Recognition.☆29Sep 18, 2022Updated 3 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- [TAFFC-2022] PyTorch implementation of TSception v2☆152Oct 2, 2023Updated 2 years ago
- Statistical comparison study of valence-arousal classifiers from EEG signals on DEAP and MANHOB datasets☆12Sep 28, 2022Updated 3 years ago
- ☆13Aug 31, 2023Updated 2 years ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆80Oct 26, 2021Updated 4 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆96May 26, 2022Updated 4 years ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆39Jul 24, 2025Updated 10 months ago
- Emotion Recognition Transformer Network Based EEG Signals.☆26Aug 15, 2023Updated 2 years ago
- Repo for final year project☆59Oct 2, 2020Updated 5 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆40Jul 29, 2023Updated 2 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.
- ☆31May 2, 2023Updated 3 years ago
- Emotion recognition based on DEAP dataset using One-Dimensional CNN, dan RNN (GRU, and LSTM).☆18Nov 24, 2021Updated 4 years ago
- DEAP Dataset Analysis Code☆52Jan 18, 2018Updated 8 years ago
- Emotion Recognition using ML methods on the SEED dataset☆22Aug 6, 2019Updated 6 years ago
- 在 SEED 数据集上做 EEG 情绪识别☆131Nov 4, 2020Updated 5 years ago
- This repository contains the code for emotion recognition using wavelet transform and svm classifiers' rbf kernel.☆34Feb 25, 2023Updated 3 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆96May 23, 2018Updated 8 years ago
- Real-time Emotion Recognition using Physiological signals in e-Learning Here one can find the development of realtime emotion recognition…☆25May 18, 2024Updated 2 years ago
- The source code and data for the paper 'A Supervised Information Enhanced Multi-granularity Contrastive Learning Framework for EEG based …☆17Oct 5, 2023Updated 2 years ago
- Virtual machines for every use case on DigitalOcean • AdGet dependable uptime with 99.99% SLA, simple security tools, and predictable monthly pricing with DigitalOcean's virtual machines, called Droplets.
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆79Feb 22, 2023Updated 3 years ago
- EEG-Based Emotion Recognition☆70May 29, 2026Updated 3 weeks ago
- KNN classifier for human emotion from EEG☆22Nov 19, 2020Updated 5 years ago
- MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion☆50Oct 25, 2020Updated 5 years ago
- A basic demonstration how to use Python, MNE, and PyTorch to analyze EEG signal.☆25Dec 6, 2022Updated 3 years ago
- Realtime emotion recognition from EEG data.☆176Oct 24, 2018Updated 7 years ago
- BioDG is a publically available framework for the evaluation of Domain Generalization algorithms in Biosignal Classification.☆26Dec 12, 2025Updated 6 months ago