guangyizhangbci / EPiC-2023Links
Robust End-to-End Emotion Recognition from ECG using Transformers (2nd Place Winner in EPiC 2023)
☆18Updated last year
Alternatives and similar repositories for EPiC-2023
Users that are interested in EPiC-2023 are comparing it to the libraries listed below
Sorting:
- Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"☆31Updated 3 years ago
- IEEE Transactions on Affective Computing, 2025☆17Updated this week
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆34Updated last year
- Self-supervised ECG Representation Learning - ICASSP 2020 and IEEE T-AFFC☆44Updated 2 weeks ago
- Official code on "Visual-to-EEG cross-modal knowledge distillation for continuous emotion recognition", Pattern Recognition 2022.☆13Updated 2 years ago
- It is an emotion detection with EEG and ECG signals.☆40Updated 5 years ago
- Official PyTorch repository for multimodal emotion recognition wih hypercomplex models (ICASSPW 2023, RTSI 2024, MLSP 2024)☆62Updated 3 weeks ago
- This is the project of my undergraduate thesis, an enhanced Capsule Network that integrates EEG and ECG signals for improved emotion reco…☆11Updated last year
- Corpus of resources for multimodal machine learning with physiological signals (mmps).☆87Updated this week
- Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG Brain Maps". DEAP dataset. Python/Keras/Tensorflow 2 Impementat…☆57Updated 2 years ago
- [ACM MM 2023] Multimodal Adaptive Emotion Transformer with Flexible Modality Inputs on A Novel Dataset with Continuous Labels☆48Updated last week
- IEEE Transactions on Emerging Topics in Computational Intelligence☆67Updated last month
- A Residual based Attention Model for EEG basedSleep Staging☆11Updated 3 years ago
- Emotion classification from Brain EEG signals using a hybrid CNN-Transformer model and various ML algorithms.☆24Updated last year
- [IEEE JBHI] "MultiChannelSleepNet: A Transformer-Based Model for Automatic Sleep Stage Classification With PSG"☆51Updated last year
- Multi-modal Physiological Signals based Squeeze-and-Excitation Network with Domain Adversarial Learning for Sleep Staging☆18Updated 4 months ago
- Use Vision Transformer to generate Emotion Recognition using the DEAP dataset and EEG Signals.☆66Updated 2 years ago
- This repository contains scripts and data for Emotion Recognition based on Self-Supervised Learning from ECG signals☆14Updated 4 years ago
- ☆27Updated last year
- ☆19Updated 3 years ago
- This model replaces the original CompactCNN with a Transformer model. It is designed to classify 1D EEG signals for the purpose of dr…☆12Updated last year
- EEG 脑电 数据集 DEAP SEED☆30Updated this week
- IEEE Transactions on Affective Computing, 2022☆25Updated last year
- MVMTnet - Multi-variate Multi-modal Transformer network implementation for multi-class classification of Cardiac abnormalities using clin…☆17Updated 2 years ago
- [IEEE J-BHI-2024] The PyTorch implementation of MASA-TCN☆39Updated 5 months ago
- Emotion recognition base on EEG.☆16Updated 2 years ago
- Emotion Recogniton LSTM RNN Arousal Valence☆52Updated 2 years ago
- [AAAI 2024] Generalizable Sleep Staging via Multi-Level Domain Alignment☆18Updated 5 months ago
- MPED: A Multi-Modal Physiological Emotion Database for Discrete Emotion☆40Updated 4 years ago
- TinySleepNet: An Efficient Deep Learning Model for Sleep Stage Scoring based on Raw Single-Channel EEG☆30Updated 4 years ago