BobZwr / Cross-Reconstruction-Transformer
The official implementation for our TNNLS paper "Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer".
☆41Updated last year
Related projects ⓘ
Alternatives and complementary repositories for Cross-Reconstruction-Transformer
- [Neurips 2024] A Multi-Granularity Patching Transformer for Medical Time-Series Classification☆54Updated 3 weeks ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation☆35Updated last year
- Semi-Supervised End-to-End Contrastive Learning for Time Series Classification☆22Updated last year
- Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage Classification.☆64Updated 2 years ago
- [TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification☆124Updated 5 months ago
- Code for the paper published in Deep Generative Models for Health Workshop at the Neurips 2023.☆35Updated 9 months ago
- DBPM is a simple algorithm designed as a lightweight plug-in without learnable parameters to enhance the performance of time series contr…☆12Updated 8 months ago
- SleepPrintNet: A Multivariate Multimodal Neural Network based on Physiological Time-series for Automatic Sleep Staging☆28Updated 6 months ago
- [Neurips 2023] A Hierarchical Contrastive Framework for Medical Time-Series☆62Updated 11 months ago
- Task-Aware Reconstruction for Time-Series Transformer☆53Updated last year
- ☆21Updated 6 months ago
- Python implementation of Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis☆36Updated last year
- A comparative study on Self-Supervised Learning for Time Series: Contrastive or Generative?☆25Updated last year
- This paper was submitted to ICASSP 2023: Exploiting Interactivity and Heterogeneity for Sleep Stage Classification via Heterogeneous Grap…☆24Updated last year
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆31Updated 2 years ago
- ☆79Updated 2 weeks ago
- ☆42Updated last week
- The repository is associated with a paper titled "Fusion of edge detection and graph neural networks for classifying electrocardiogram si…☆18Updated last year
- ☆33Updated 4 months ago
- The repository provides code implementations and illustrative examples of NeurIPS 2023 paper, Finding Order in Chaos: A Novel Data Augmen…☆29Updated 4 months ago
- Reimplementation of the paper Sarkar and Etemad 2020 "Self-Supervised ECG Representation Learning for Emotion Recognition"☆26Updated 3 years ago
- A Systematic Review: Self-Supervised Contrastive Learning for Medical Time Series☆24Updated 4 months ago
- The implementation of "TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning"☆61Updated 6 months ago
- Contrastive Learning for Domain Adaptation of Time Series☆81Updated 7 months ago
- Global Adaptive Transformer for Cross-Subject EEG Classification.☆23Updated 10 months ago
- ACM MM 2023☆32Updated 3 weeks ago
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Staging☆49Updated 3 years ago
- The code for paper "A Multi-View Multi-Scale Neural Network for Multi-Label ECG Classification"☆24Updated last year
- TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification☆58Updated last year
- ☆35Updated 11 months ago