MaskReminder
Donated on 6/19/2022
Dataset of "Mask Wearing Status Estimation with Smartwatches"
Dataset Characteristics
Time-Series
Subject Area
Health and Medicine
Associated Tasks
Classification
Feature Type
-
# Instances
7600
# Features
-
Dataset Information
For what purpose was the dataset created?
We present MaskReminder, an automatic mask-wearing status estimation system based on smartwatches, to remind users who may be exposed to the COVID-19 virus transmission scenarios, to wear a mask.
Who funded the creation of the dataset?
Fei Wang
What do the instances in this dataset represent?
every instance is a time series of different mask-related hand movements actions
Are there recommended data splits?
based on different needs, can split data into training-set/validation-set/testing-set
Was there any data preprocessing performed?
please reference https://github.com/aiotgroup/MaskReminder
Additional Information
18 actions are divided into three categories: Wearing a mask: Wear The Mask; Mask-wearing related actions: Adjust The Mask, Pull On The Mask, Pull Down The Mask, Pull On One Rope, Pull Down One Rope; Actions that may mislead mask-wearing status estimation: Remove The Mask, Rubbing Eyes, Rubbing The Nose, Rubbing The Hair, Put On A Hat, Take Off The Hat, Put On The Earphones, Take Off The Earphones, Wear Glasses, Push The Glasses, Take Off The Glasses, Wiping Mouth;
Has Missing Values?
No
Introductory Paper
By Huina Meng, Xilei Wu, Xin Wang, Yu Fan, Jingang Shi, Han Ding, Fei Wang. 2022
Published in ArXiv
Dataset Files
| File | Size |
|---|---|
| MaskReminder.zip | 19.4 MB |
| diversity.png | 30.3 KB |
Reviews
There are no reviews for this dataset yet.
pip install ucimlrepo
from ucimlrepo import fetch_ucirepo # fetch dataset maskreminder = fetch_ucirepo(id=743) # data (as pandas dataframes) X = maskreminder.data.features y = maskreminder.data.targets # metadata print(maskreminder.metadata) # variable information print(maskreminder.variables)
Wang, X., Meng, H., Wang, F., & Wu, X. (2022). MaskReminder [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C5DW5G.
Keywords
Creators
Xin Wang
xwang6@stu.xjtu.edu.cn
XJTU
Huina Meng
menghuina@stu.xjtu.edu.cn
XJTU
Fei Wang
feynmanw@xjtu.edu.cn
XJTU
Xilei Wu
xlwuuu@stu.xjtu.edu.cn
DOI
License
This dataset is licensed under a Creative Commons Attribution 4.0 International (CC BY 4.0) license.
This allows for the sharing and adaptation of the datasets for any purpose, provided that the appropriate credit is given.