Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented various signal transforming algorithms like the DWT algorithm.
☆89Aug 3, 2019Updated 6 years ago
Alternatives and similar repositories for Emotion-Recogniton-from-EEG-Signals
Users that are interested in Emotion-Recogniton-from-EEG-Signals are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- This project is for classification of emotions using EEG signals recorded in the DEAP dataset to achieve high accuracy score using machi…☆192Mar 1, 2019Updated 7 years ago
- Emotion recognition from EEG and physiological signals using deep neural networks☆49May 24, 2018Updated 7 years ago
- EEG Emotion classification using the DEAP pre-processed data☆166Nov 7, 2018Updated 7 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆95Dec 5, 2017Updated 8 years ago
- ☆108Mar 16, 2019Updated 7 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.
- 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
- 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 4 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 5 years ago
- for the paper "V-3DCNN, emotion recognition based on EEG"☆13Jul 28, 2022Updated 3 years ago
- 在 SEED 数据集上做 EEG 情绪识别☆128Nov 4, 2020Updated 5 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
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆96May 23, 2018Updated 7 years ago
- ☆32Apr 10, 2021Updated 4 years ago
- DEAP Dataset Analysis Code☆51Jan 18, 2018Updated 8 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.
- EEG-based emotion classification using DEAP dataset☆155Mar 1, 2023Updated 3 years ago
- The code for "EEG-based Emotion Recognition Using Convolutional Neural Network with Functional Connections"☆13Dec 8, 2020Updated 5 years ago
- A comparison of different classifiers in valence and arousal detection using the DEAP database for EEG☆15May 1, 2019Updated 6 years ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆45Jul 2, 2019Updated 6 years ago
- Repo for final year project☆59Oct 2, 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
- Emotion recognition using DEAP dataset，GSR。☆40Nov 24, 2018Updated 7 years ago
- This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convol…☆47Oct 25, 2019Updated 6 years ago
- EEG emotion recognition based on Temporal convolutional network☆25Mar 10, 2019Updated 7 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.
- 硕士期间课题研究记录☆17Feb 25, 2023Updated 3 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
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆82Oct 26, 2021Updated 4 years ago
- Realtime emotion recognition from EEG data.☆173Oct 24, 2018Updated 7 years ago
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆214Oct 25, 2020Updated 5 years ago
- My master thesis about emotion recognition from EEG data with a time series transformer☆22Aug 1, 2023Updated 2 years ago
- This is a final project for my 2019 Winter course "Pattern Recognition".☆25Dec 11, 2020Updated 5 years ago
- EEG-Based Emotion Recognition☆68Jun 9, 2024Updated last year
- http://www.eecs.qmul.ac.uk/mmv/datasets/deap/☆28Mar 1, 2021Updated 5 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.
- Emotional Classification from EEG data using Recurrent Neural Network and it's variants☆15Dec 7, 2016Updated 9 years ago
- MI-EEG recognition☆10Feb 14, 2019Updated 7 years ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆57Oct 27, 2022Updated 3 years ago
- ☆36Mar 23, 2019Updated 7 years ago
- Diploma Thesis Project on Emotion Recognition from EEG-signals☆13Sep 17, 2019Updated 6 years ago
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆39Jul 24, 2025Updated 8 months ago
- Emotion Recogniton LSTM RNN Arousal Valence☆63Mar 2, 2023Updated 3 years ago