Piyush-Bhardwaj / EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-LearningView external linksLinks
This project is for classification of emotions using EEG signals recorded in the DEAP dataset to achieve high accuracy score using machine learning algorithms such as Support vector machine and K - Nearest Neighbor.
☆189Mar 1, 2019Updated 6 years ago
Alternatives and similar repositories for EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-Learning
Users that are interested in EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-Learning are comparing it to the libraries listed below
Sorting:
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆89Aug 3, 2019Updated 6 years ago
- EEG Emotion classification using the DEAP pre-processed data☆164Nov 7, 2018Updated 7 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
- Repo for final year project☆60Oct 2, 2020Updated 5 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆94Dec 5, 2017Updated 8 years ago
- ☆108Mar 16, 2019Updated 6 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…☆60Dec 9, 2022Updated 3 years ago
- DEAP Dataset Analysis Code☆51Jan 18, 2018Updated 8 years ago
- Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient an…☆21Jul 5, 2020Updated 5 years ago
- KNN classifier for human emotion from EEG☆24Nov 19, 2020Updated 5 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆63Mar 2, 2023Updated 2 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 9 months ago
- Emotion recognition using DEAP dataset，GSR。☆39Nov 24, 2018Updated 7 years ago
- ☆33Apr 10, 2021Updated 4 years ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆44Jul 2, 2019Updated 6 years ago
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆50Mar 29, 2021Updated 4 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆96May 23, 2018Updated 7 years ago
- Realtime emotion recognition from EEG data.☆169Oct 24, 2018Updated 7 years ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆83Oct 26, 2021Updated 4 years ago
- Real-time Emotion Recognition using Physiological signals in e-Learning Here one can find the development of realtime emotion recognition…☆24May 18, 2024Updated last year
- ☆36Mar 23, 2019Updated 6 years ago
- Code to deploy a CNN to classify emotions using EEG Signals, based off the DEAP Dataset☆12Mar 2, 2024Updated last year
- 在 SEED 数据集上做 EEG 情绪识别☆123Nov 4, 2020Updated 5 years ago
- for the paper "V-3DCNN, emotion recognition based on EEG"☆13Jul 28, 2022Updated 3 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆147Oct 2, 2023Updated 2 years ago
- Feature selection via dependence maximization for EEG based emotion classification.☆53Nov 23, 2014Updated 11 years ago
- EEG-Based Emotion Recognition☆66Jun 9, 2024Updated last year
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆214Oct 25, 2020Updated 5 years ago
- 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 2 years ago
- This repository contains the code for emotion recognition using wavelet transform and svm classifiers' rbf kernel.☆35Feb 25, 2023Updated 2 years ago
- EEG Signal Classification using LSTM on various datasets☆12Jun 14, 2020Updated 5 years ago
- ☆40Apr 11, 2021Updated 4 years ago
- Currently working on analysis of EEG (Electroencephalography) signals on the emotion recognition and sleep stage classification problems.…☆16Oct 20, 2017Updated 8 years ago
- Affective EEG-Based Person Identification Using the Deep Learning Approach (IEEE Transactions on Cognitive and Developmental Systems)☆17Oct 23, 2019Updated 6 years ago
- Emotion Recognition using ML methods on the SEED dataset☆22Aug 6, 2019Updated 6 years ago
- Feature Extraction of Mental Load EEG signals☆60Nov 3, 2016Updated 9 years ago
- Application prepares data to learning process. Including preprocessing, cleaning, reformating, feature extraction using PyEEG library and…☆34Nov 23, 2020Updated 5 years ago
- This repository contains the tensorflow implementation for our ICONIP-2018 paper: "Continuous Convolutional Neural Network with 3D Input …☆59Apr 20, 2023Updated 2 years ago
- A comparison of different classifiers in valence and arousal detection using the DEAP database for EEG☆15May 1, 2019Updated 6 years ago