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
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,Xin, Meng,Huina, Wang,Fei, and Wu,Xilei. (2022). MaskReminder. UCI Machine Learning Repository. https://doi.org/10.24432/C5DW5G.
@misc{misc_maskreminder_743,
author = {Wang,Xin, Meng,Huina, Wang,Fei, and Wu,Xilei},
title = {{MaskReminder}},
year = {2022},
howpublished = {UCI Machine Learning Repository},
note = {{DOI}: 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.