yongruihuang / Eumpy-experiment
This is a project of combining facial expression and EEG for emotion recognition using python in emotion experiment
☆16Updated 6 years ago
Alternatives and similar repositories for Eumpy-experiment:
Users that are interested in Eumpy-experiment are comparing it to the libraries listed below
- 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…☆43Updated 2 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆42Updated last year
- 脑电情绪识别☆13Updated 2 years ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆66Updated 3 years ago
- This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convol…☆45Updated 5 years ago
- Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection code☆19Updated 3 years ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆35Updated 5 years ago
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆80Updated 5 years ago
- This repository contains the tensorflow implementation for our ICONIP-2018 paper: "Continuous Convolutional Neural Network with 3D Input …☆56Updated last year
- Emotion recognition from EEG and physiological signals using deep neural networks☆46Updated 6 years ago
- EEG-based Emotion Recognition via Channel-wise Attention and Self Attention☆9Updated 4 years ago
- PyTorch EEG emotion analysis using DEAP dataset☆76Updated 7 years ago
- Emotion recognition using DEAP dataset，GSR。☆37Updated 6 years ago
- 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
- Emotional Classification with the DEAP dataset using EEGLAB, matlab and python. Currently in the status of developing a more efficient an…☆19Updated 4 years ago
- Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction☆64Updated 2 years ago
- The repository contains trials that apply model transformer to the emotion recognition (classification) task based on electroencephalogra…☆50Updated 2 years ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆121Updated 3 years ago
- pytorch implementation of EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks☆73Updated last year
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆13Updated 2 years ago
- Graph to Grid: Learning Deep Representations for Multimodal Emotion Recognition☆9Updated 8 months ago
- ☆35Updated 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…☆125Updated 4 years ago
- ☆18Updated 4 years ago
- ☆31Updated last year
- My master thesis about emotion recognition from EEG data with a time series transformer☆23Updated last year
- EEG Emotion classification using the DEAP pre-processed data☆136Updated 6 years ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆28Updated last year
- Code for extracting DE (differential entropy) and PSD (power spectral density) feature of signals.☆74Updated 4 years ago