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☆165Nov 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☆94Dec 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…☆133May 21, 2020Updated 5 years ago
- Bare Metal GPUs on DigitalOcean Gradient AI • AdPurpose-built for serious AI teams training foundational models, running large-scale inference, and pushing the boundaries of what's possible.
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆65Apr 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…☆193Mar 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 11 months ago
- 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…☆90Aug 3, 2019Updated 6 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆65Mar 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
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- [TAFFC-2022] PyTorch implementation of TSception v2☆150Oct 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☆82Oct 26, 2021Updated 4 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆94May 26, 2022Updated 3 years ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆39Jul 24, 2025Updated 9 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☆130Nov 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 7 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 last year
- The source code and data for the paper 'A Supervised Information Enhanced Multi-granularity Contrastive Learning Framework for EEG based …☆18Oct 5, 2023Updated 2 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆79Feb 22, 2023Updated 3 years ago
- EEG-Based Emotion Recognition☆70Jun 9, 2024Updated last year
- KNN classifier for human emotion from EEG☆22Nov 19, 2020Updated 5 years ago
- MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion☆49Oct 25, 2020Updated 5 years ago
- A basic demonstration how to use Python, MNE, and PyTorch to analyze EEG signal.☆24Dec 6, 2022Updated 3 years ago
- Realtime emotion recognition from EEG data.☆174Oct 24, 2018Updated 7 years ago
- BioDG is a publically available framework for the evaluation of Domain Generalization algorithms in Biosignal Classification.☆26Dec 12, 2025Updated 4 months ago