Piyush-Bhardwaj / EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-LearningView on GitHub
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.
☆196Mar 1, 2019Updated 7 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. 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☆166Nov 7, 2018Updated 7 years ago
- Emotion Recognition from EEG Signals using the DEAP dataset with 86.4% accuracy. Applied multiple machine learning models and implemented…☆91Aug 3, 2019Updated 6 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 6 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☆95Dec 5, 2017Updated 8 years ago
- End-to-end encrypted email - Proton Mail • AdSpecial offer: 40% Off Yearly / 80% Off First Month. All Proton services are open source and independently audited for security.
- 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
- ☆109Mar 16, 2019Updated 7 years ago
- Repo for final year project☆59Oct 2, 2020Updated 5 years ago
- EEG-based emotion classification using DEAP dataset☆154Mar 1, 2023Updated 3 years ago
- DEAP Dataset Analysis Code☆52Jan 18, 2018Updated 8 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆65Mar 2, 2023Updated 3 years ago
- KNN classifier for human emotion from EEG☆22Nov 19, 2020Updated 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 last year
- Emotion recognition using DEAP dataset，GSR。☆40Nov 24, 2018Updated 7 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆45Jul 2, 2019Updated 7 years ago
- ☆32Apr 10, 2021Updated 5 years ago
- Emotion Recognition, EEG Mapping, Azimuthal Projection Technique, CNN☆51Mar 29, 2021Updated 5 years ago
- Using Deep Learning for Emotion Classification on EEG signals (SEED Dataset). CNN, RNN, Hybrid model, and Ensemble☆81Oct 26, 2021Updated 4 years ago
- PyTorch implementation of TSception☆86Jan 31, 2023Updated 3 years ago
- 在 SEED 数据集上做 EEG 情绪识别☆132Nov 4, 2020Updated 5 years ago
- Realtime emotion recognition from EEG data.☆177Oct 24, 2018Updated 7 years ago
- Real-time Emotion Recognition using Physiological signals in e-Learning Here one can find the development of realtime emotion recognition…☆26May 18, 2024Updated 2 years ago
- EEG preprocessing methods for classifying person emotions have been widely applied. However, there still remain some parts where determin…☆24Feb 17, 2016Updated 10 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.
- Feature selection via dependence maximization for EEG based emotion classification.☆52Nov 23, 2014Updated 11 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 3 years ago
- EEG Signal Classification using LSTM on various datasets☆12Jun 14, 2020Updated 6 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆152Oct 2, 2023Updated 2 years ago
- Emotion recognition based on DEAP dataset using One-Dimensional CNN, dan RNN (GRU, and LSTM).☆18Nov 24, 2021Updated 4 years ago
- EEG-Based Emotion Recognition☆71May 29, 2026Updated last month
- This repository contains the tensorflow implementation for the paper: "Emotion Recognition from Multi-Channel EEG through Parallel Convol…☆48Oct 25, 2019Updated 6 years ago
- Code to deploy a CNN to classify emotions using EEG Signals, based off the DEAP Dataset☆11Mar 2, 2024Updated 2 years ago
- ☆40Apr 11, 2021Updated 5 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Emotion Recognition using ML methods on the SEED dataset☆22Aug 6, 2019Updated 6 years ago
- ☆36Mar 23, 2019Updated 7 years ago
- A comparison of different classifiers in valence and arousal detection using the DEAP database for EEG☆15May 1, 2019Updated 7 years ago
- Application prepares data to learning process. Including preprocessing, cleaning, reformating, feature extraction using PyEEG library and…☆34Nov 23, 2020Updated 5 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
- 硕士期间课题研究记录☆17Feb 25, 2023Updated 3 years ago
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆217Oct 25, 2020Updated 5 years ago