hi-akshat / Emotion-Recogniton-from-EEG-Signals
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.
☆80Updated 5 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
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆67Updated 3 years ago
- Emotion recognition from EEG and physiological signals using deep neural networks☆46Updated 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…☆47Updated 2 years ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆37Updated 5 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆78Updated 7 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆47Updated last year
- ☆29Updated 3 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆29Updated last year
- This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convol…☆45Updated 5 years ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆50Updated 2 years ago
- EEG Emotion classification using the DEAP pre-processed data☆140Updated 6 years ago
- Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient an…☆20Updated 4 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…☆111Updated 3 years ago
- EEG-based emotion classification using DEAP dataset☆128Updated last year
- Emotion Recognition using ML methods on the SEED dataset☆20Updated 5 years ago
- 在 SEED 数据集上做 EEG 情绪识别☆105Updated 4 years ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆122Updated 3 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆67Updated 2 years ago
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆46Updated 3 years ago
- 脑电情绪识别☆13Updated 2 years ago
- Public Models considered for emotion estimation from EEG☆34Updated 2 years ago
- Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch☆95Updated last year
- This repository contains the tensorflow implementation for our ICONIP-2018 paper: "Continuous Convolutional Neural Network with 3D Input …☆56Updated last year
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆51Updated last year
- ☆36Updated 5 years ago
- Processed the DEAP dataset on basis of 1) PSD (power spectral density) and 2)DWT(discrete wavelet transform) features . Classifies the EE…☆126Updated 4 years ago
- BCI Competition IV dataset 2a☆26Updated 5 years ago
- EEG data processing and it's convolution using AutoEncoder + CNN + RNN☆89Updated 6 years ago
- Feature Extraction of Mental Load EEG signals☆54Updated 8 years ago
- This is a final project for my 2019 Winter course "Pattern Recognition".☆25Updated 4 years ago