Oxford Wearables Group

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30 repositories

biobankAccelerometerAnalysis
Public
Extracting meaningful health information from large accelerometer datasets
activity-tracker fitness-tracker ukbiobank axivity actigraph geneactiv machine-learning
Python
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Other
•63•187•19•4•Updated Nov 6, 2024Nov 6, 2024
stepcount
Public
A step-counting model based on self-supervised learning for wrist-worn accelerometer data.
machine-learning deep-learning healthcare wearables fitness-tracker gait-analysis self-supervised-learning
Jupyter Notebook
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Other
•11•21•8•0•Updated Nov 6, 2024Nov 6, 2024
actipy
Public
Python Software Development Kit (SDK) to process Axivity, GENEActiv, and Actigraph files
activity-tracker fitness-tracker ukbiobank axivity actigraph geneactiv
Python
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Other
•8•19•3•0•Updated Nov 5, 2024Nov 5, 2024
ssl-wearables
Public
Self-supervised learning for wearables using the UK-Biobank (>700,000 person-days)
accelerometer wearable human-activity-recognition foundation-models deep-learning pytorch self-supervised-learning
Jupyter Notebook
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Other
•25•107•5•0•Updated Oct 24, 2024Oct 24, 2024
Oxford_Wearables_Activity_Recognition
Public
Notebooks for Oxford CDT Wearables Data Challenge
Jupyter Notebook
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Other
•10•17•0•1•Updated Sep 26, 2024Sep 26, 2024
epidemiology_nhanes
Public
R code to perform basic all-cause mortality analyses with NHANES
Other
•2•1•0•0•Updated Sep 26, 2024Sep 26, 2024
RMLHDS
Public
Jupyter Notebook
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Other
•2•4•4•0•Updated Sep 25, 2024Sep 25, 2024
WearableCollectionTutorial
Public
Python
•0•0•0•0•Updated Sep 20, 2024Sep 20, 2024
label_hub
Public
Welcome to the Capture24 Labeling Project repository. This web application is designed for efficient and intuitive labeling of images in the Capture24 project. It provides a platform for annotating and classifying images collected over a 24-hour cycle.
0•0•0•0•Updated Sep 12, 2024Sep 12, 2024
rap_data_access_instructions
Public
Instructions for pulling UK Biobank data using the DNAnexus RAP
Jupyter Notebook
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Other
•0•2•0•0•Updated Aug 28, 2024Aug 28, 2024
pd_walking
Public
Detect walking in the PD population
Python
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Other
•1•1•0•0•Updated Aug 28, 2024Aug 28, 2024
asleep
Public
asleep: a sleep classifier for wearable sensor data using machine learning
deep-learning accelerometer sleep wearables population-health
Python
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Other
•8•17•14•0•Updated Jul 30, 2024Jul 30, 2024
rap_wearables
Public
A demo/example pipeline for analysing wearables data using the RAP.
Jupyter Notebook
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Other
•7•10•1•0•Updated Jul 11, 2024Jul 11, 2024
actinet
Public
An activity classification model based on self-supervised learning for wrist-worn accelerometer data.
machine-learning deep-learning healthcare human-activity-recognition wearables fitness-tracker self-supervised-learning
Python
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Other
•1•3•0•0•Updated Apr 17, 2024Apr 17, 2024
capture24
Public
Capture24: Human activity recognition with activity trackers
Jupyter Notebook
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Other
•6•20•0•0•Updated Mar 1, 2024Mar 1, 2024
UKB_steps_mortality
Public
This repository holds the statistical analysis code for the association of steps and mortality in the UK Biobank
Jupyter Notebook
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Other
•0•5•0•0•Updated Jul 21, 2023Jul 21, 2023
ssl-ukb
Public
Self-supervised activity recognition on the UK Biobank Accelerometer Dataset.
Python
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Other
•0•1•0•0•Updated Apr 18, 2023Apr 18, 2023
Wearables_Activity_Recognition_R
Public
R Notebooks for Wearables Activity Recognition
Other
•0•0•0•0•Updated Mar 9, 2023Mar 9, 2023
wearable-teaching
Public
Jupyter Notebook
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Other
•3•2•3•0•Updated Feb 13, 2023Feb 13, 2023
repeatedMeasurementsProcessing
Public
Python
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Other
•0•0•0•0•Updated Jan 11, 2023Jan 11, 2023
repeatedMeasurements
Public
R
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Other
•0•0•1•1•Updated Jan 10, 2023Jan 10, 2023
thesis_additional_walmsley
Public
R
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Other
•0•1•1•1•Updated Jan 8, 2023Jan 8, 2023
ukb_download_and_prep_template
Public
This repository facilitates common data pre-processing steps when working with UK Biobank data.
Python
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Other
•3•13•2•0•Updated Dec 23, 2022Dec 23, 2022
epicoda
Public
Supports epidemiological analyses using compositional exposure variables
R
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Other
•6•8•25•3•Updated Nov 30, 2022Nov 30, 2022
manuscript_ml_behaviours_cvd_2021
Public
R
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Other
•2•2•2•1•Updated Nov 2, 2022Nov 2, 2022
oxford-wearable-camera-browser
Public
Browse and annotate wearable camera images in health studies
JavaScript
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Other
•4•6•1•0•Updated Jun 27, 2022Jun 27, 2022
pyinclusion
Public
Subject inclusion flowchart
epidemiology visulization
Python
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MIT License
•1•0•6•0•Updated Feb 15, 2022Feb 15, 2022
pyfew
Public
A simple and light-weight feature extractor for wearable accelerometer data.
feature-extraction sleep acclerometer physical-activity wearbales
Python
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MIT License
•0•2•6•0•Updated Dec 13, 2021Dec 13, 2021
python-uos-activpal
Public
A python package for working with activPAL3 activity monitor data
Python
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GNU General Public License v2.0
•2•0•0•0•Updated Aug 17, 2018Aug 17, 2018
wearable-camera-desktop-browser
Public
Analysing wearable camera on a standalone PC
C#
•2•2•0•0•Updated Mar 15, 2016Mar 15, 2016