sdimi / Step2heart
ποΈ Extract generalizable physiological representations from sensor time-series data with self-supervision (code for CHIL 2021, NeurIPS-W 2020 papers)
β18Updated last year
Alternatives and similar repositories for Step2heart:
Users that are interested in Step2heart are comparing it to the libraries listed below
- Contrastive Learning (SimCLR) for Human Activity Recognitionβ74Updated 4 years ago
- Improving Human Activity Recognition through Self-training with Unlabeled Dataβ40Updated 3 years ago
- A package for physiological signal quality controlβ33Updated 4 months ago
- DATA'20 - PPGraw is an analytical tool for the quality review of raw photoplethysmography (PPG) signals, based on 7 multi-varied decisionβ¦β46Updated 4 years ago
- Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)β125Updated 5 months ago
- Notebooks for Oxford CDT Wearables Data Challengeβ17Updated 2 months ago
- Encoding human activity by considering salient sensors and time points.β40Updated 2 years ago
- [TNSRE 2023] Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluationβ40Updated last year
- Generating ActiGraph Counts from Raw Acceleration Recorded by an Alternative Monitorβ30Updated 5 years ago
- Attend and Discriminate: Beyond the State-of-the-Art for Human Activity Recognition Using Wearable Sensorsβ23Updated 4 years ago
- Implementations of various published works on self-supervised learning approaches to biosignal feature extraction.β53Updated last year
- A Systematic Review: Self-Supervised Contrastive Learning for Medical Time Seriesβ27Updated 9 months ago
- CAPTURE-24: Human activity recognition with activity trackersβ33Updated 4 months ago
- DeepConvLSTM implemented in python 3 and pytorchβ26Updated 3 years ago
- Transformer for Human Activity Recognitionβ71Updated 2 years ago
- SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detectionβ24Updated 10 months ago
- A repository for unified analysis of accelerometer-based human activity recognition.β36Updated 2 years ago
- Are you ready to FLIRT with your wearable data?β72Updated last year
- [ICML 2021] Self-supervised pre-training of AI models on ECG data with CLOCSβ52Updated 2 years ago
- Official repository of cross-modal transformer for interpretable automatic sleep stage classification. https://arxiv.org/abs/2208.06991β57Updated last year
- COCOA: Cross Modality Contrastive Learning for Sensor Dataβ25Updated 2 years ago
- Official GitHub page of the best-paper award publication "Improving Deep Learning for HAR with shallow LSTMs" presented at the Internatioβ¦β52Updated 3 weeks ago
- DANA: Dimension-Adaptive Neural Architecture (UbiComp'21)( ACM IMWUT)β45Updated 3 years ago
- Baseline Machine Learning models for the Human Activity Recognition Trondheim (HARTH) datasetβ30Updated 3 months ago
- β8Updated 6 years ago
- Using self-supervised learning to extract features from PPG signalsβ17Updated 2 years ago
- [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training"β39Updated last year
- πͺ Predict lab-measured cardio fitness (VO2max) through wearables in free-living environments (code for Nature Digital Medicine '22 papeβ¦β20Updated last year
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"β34Updated 2 years ago
- SalientSleepNet: Multimodal Salient Wave Detection Network for Sleep Stagingβ52Updated 3 years ago