MaskReminder
Donated on 6/20/2022
Dataset of "Mask Wearing Status Estimation with Smartwatches"
Dataset Characteristics
Time-Series
Subject Area
Life Sciences
Associated Tasks
Classification
Attribute Type
-
# Instances
7600
# Attributes
-
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 that comprise the 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;
Citation Requests/Acknowledgements
@article{meng2022mask, title={Mask Wearing Status Estimation with Smartwatches}, author={Meng, Huina and Wu, Xilei and Wang, Xin and Fan, Yuhan and Shi, Jingang and Ding, Han and Wang, Fei}, journal={arXiv preprint arXiv:2205.06113}, year={2022} }
Wang,Xin, Meng,Huina, Wang,Fei & Wu,Xilei. (2022). MaskReminder. UCI Machine Learning Repository.
@misc{misc_maskreminder_743,
author = {Wang,Xin, Meng,Huina, Wang,Fei & Wu,Xilei},
title = {{MaskReminder}},
year = {2022},
howpublished = {UCI Machine Learning Repository}
}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
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.