Cargando…
The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking
We introduce the Toronto Older Adults Gait Archive, a gait dataset of 14 older adults containing 2D video recordings, and 2D (video pose tracking algorithms) and 3D (inertial motion capture) joint locations of the lower body. Participants walked for 60 seconds. We also collected participants’ scores...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9272879/ https://www.ncbi.nlm.nih.gov/pubmed/35817777 http://dx.doi.org/10.1038/s41597-022-01495-z |
_version_ | 1784744963734503424 |
---|---|
author | Mehdizadeh, Sina Nabavi, Hoda Sabo, Andrea Arora, Twinkle Iaboni, Andrea Taati, Babak |
author_facet | Mehdizadeh, Sina Nabavi, Hoda Sabo, Andrea Arora, Twinkle Iaboni, Andrea Taati, Babak |
author_sort | Mehdizadeh, Sina |
collection | PubMed |
description | We introduce the Toronto Older Adults Gait Archive, a gait dataset of 14 older adults containing 2D video recordings, and 2D (video pose tracking algorithms) and 3D (inertial motion capture) joint locations of the lower body. Participants walked for 60 seconds. We also collected participants’ scores on four clinical assessments of gait and balance, namely the Tinneti performance-oriented mobility assessment (POMA-gait and -balance), the Berg balance scale (BBS), and the timed-up-and-go (TUG). Three human pose tracking models (Alphapose, OpenPose, and Detectron) were used to detect body joint positions in 2D video frames and a number of gait parameters were computed using 2D video-based and 3D motion capture data. To show an example usage of our datasets, we performed a correlation analysis between the gait variables and the clinical scores. Our findings revealed that the temporal but not the spatial or variability gait variables from both systems had high correlations to clinical scores. This dataset can be used to evaluate, or to enhance vision-based pose-tracking models to the specifics of older adults’ walking. |
format | Online Article Text |
id | pubmed-9272879 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-92728792022-07-11 The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking Mehdizadeh, Sina Nabavi, Hoda Sabo, Andrea Arora, Twinkle Iaboni, Andrea Taati, Babak Sci Data Data Descriptor We introduce the Toronto Older Adults Gait Archive, a gait dataset of 14 older adults containing 2D video recordings, and 2D (video pose tracking algorithms) and 3D (inertial motion capture) joint locations of the lower body. Participants walked for 60 seconds. We also collected participants’ scores on four clinical assessments of gait and balance, namely the Tinneti performance-oriented mobility assessment (POMA-gait and -balance), the Berg balance scale (BBS), and the timed-up-and-go (TUG). Three human pose tracking models (Alphapose, OpenPose, and Detectron) were used to detect body joint positions in 2D video frames and a number of gait parameters were computed using 2D video-based and 3D motion capture data. To show an example usage of our datasets, we performed a correlation analysis between the gait variables and the clinical scores. Our findings revealed that the temporal but not the spatial or variability gait variables from both systems had high correlations to clinical scores. This dataset can be used to evaluate, or to enhance vision-based pose-tracking models to the specifics of older adults’ walking. Nature Publishing Group UK 2022-07-11 /pmc/articles/PMC9272879/ /pubmed/35817777 http://dx.doi.org/10.1038/s41597-022-01495-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Data Descriptor Mehdizadeh, Sina Nabavi, Hoda Sabo, Andrea Arora, Twinkle Iaboni, Andrea Taati, Babak The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking |
title | The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking |
title_full | The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking |
title_fullStr | The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking |
title_full_unstemmed | The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking |
title_short | The Toronto older adults gait archive: video and 3D inertial motion capture data of older adults’ walking |
title_sort | toronto older adults gait archive: video and 3d inertial motion capture data of older adults’ walking |
topic | Data Descriptor |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9272879/ https://www.ncbi.nlm.nih.gov/pubmed/35817777 http://dx.doi.org/10.1038/s41597-022-01495-z |
work_keys_str_mv | AT mehdizadehsina thetorontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT nabavihoda thetorontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT saboandrea thetorontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT aroratwinkle thetorontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT iaboniandrea thetorontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT taatibabak thetorontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT mehdizadehsina torontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT nabavihoda torontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT saboandrea torontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT aroratwinkle torontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT iaboniandrea torontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking AT taatibabak torontoolderadultsgaitarchivevideoand3dinertialmotioncapturedataofolderadultswalking |