Scripts to a) download DEAP EEG dataset b) preprocess its EEG signals and c) perform feature extraction
☆90May 26, 2022Updated 3 years ago
Alternatives and similar repositories for DEAP_MNE_preprocessing
Users that are interested in DEAP_MNE_preprocessing are comparing it to the libraries listed below
Sorting:
- [MICCAI 2024] Feature Fusion Based on Mutual-Cross-Attention Mechanism for EEG Emotion Recognition☆60Dec 14, 2024Updated last year
- Emotion Recogniton LSTM RNN Arousal Valence☆63Mar 2, 2023Updated 3 years ago
- Repetition code of the model for the paper "EEG Emotion Recognition Using Dynamical Graph Convolutional Neural Networks" in pytorch☆118May 3, 2023Updated 2 years ago
- EEG Emotion classification using the DEAP pre-processed data☆165Nov 7, 2018Updated 7 years ago
- EEG-based emotion classification using DEAP dataset☆156Mar 1, 2023Updated 3 years ago
- http://www.eecs.qmul.ac.uk/mmv/datasets/deap/☆28Mar 1, 2021Updated 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
- The official implementation of the paper "Beyond Mimicking Under-Represented Emotions: Deep Data Augmentation with Emotional Subspace Con…☆35May 7, 2025Updated 10 months ago
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆78Feb 22, 2023Updated 3 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…☆42May 11, 2025Updated 9 months ago
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆69Sep 29, 2025Updated 5 months ago
- PGCN: Pyramidal Graph Convolutional Network for EEG Emotion Recognition☆76Apr 30, 2024Updated last year
- Statistical comparison study of valence-arousal classifiers from EEG signals on DEAP and MANHOB datasets☆12Sep 28, 2022Updated 3 years ago
- TDBRAIN EEG Database pre-processing code☆14May 8, 2024Updated last year
- Code Implementation of paper: Transformers for EEG-Based Emotion Recognition: A Hierarchical Spatial Information Learning Model☆39Jul 24, 2025Updated 7 months ago
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆29Jun 6, 2025Updated 9 months ago
- EEG based emotion recognition using Transfer Learning and CNN model on SEED, SEED-IV and SEED-V☆40Jul 29, 2023Updated 2 years ago
- ☆13Aug 31, 2023Updated 2 years ago
- Multimodal Genuine Emotion and Expression Detection database☆12Jul 15, 2024Updated last year
- ☆26Jan 11, 2024Updated 2 years ago
- [TAFFC-2022] PyTorch implementation of TSception v2☆148Oct 2, 2023Updated 2 years ago
- the implementation of the ASAD_DenseNet☆29Mar 24, 2025Updated 11 months ago
- ☆56Jul 23, 2021Updated 4 years ago
- ☆23Dec 23, 2025Updated 2 months ago
- SST-EmotionNet: Spatial-Spectral-Temporal based Attention 3D Dense Network for EEG Emotion Recognition☆141Jul 20, 2021Updated 4 years ago
- This is an implentation of paper GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition☆83Apr 7, 2022Updated 3 years ago
- ☆19Mar 26, 2023Updated 2 years ago
- The official code implementation for "DMMR: Cross-Subject Domain Generalization for EEG-Based Emotion Recognition via Denoising Mixed Mut…☆71May 19, 2025Updated 9 months ago
- ☆15Feb 19, 2023Updated 3 years ago
- Official implementation of the paper "GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition"☆76May 30, 2022Updated 3 years ago
- End-to-End EEG Pipeline for cleaning, filtering, ICA, mass-univariate, and decoding analysis using MNE python☆24Jun 28, 2022Updated 3 years ago
- ☆43Nov 19, 2024Updated last year
- The model for the paper "EEG-Based Emotion Recognition Using Regularized Graph Neural Networks"☆213Oct 25, 2020Updated 5 years ago
- i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG…☆331Mar 23, 2023Updated 2 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
- ☆32May 2, 2023Updated 2 years ago
- [TNNLS-2023] This is the PyTorch implementation of LGGNet.☆128Sep 5, 2023Updated 2 years ago
- EEG Emotion Recognition project, experiment on SEED (SEED-IV), DEAP dataset☆44Jul 2, 2019Updated 6 years ago
- 使用4D切片方式,利用深度学习从时、频、空间域进行EEG情绪识别解码☆28Feb 5, 2023Updated 3 years ago