Gait analysis using a single depth camera

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

5 Citations (Scopus)

Abstract

Abstract—Gait analysis is often used as part of the rehabilitation program for post-stoke recovery assessment. Since current optical diagnostic and patient assessment tools tend to be expensive and not portable, this paper proposes a novel marker-based tracking system using a single depth camera which provides a cost-effective solution suitable for home and clinic use. The proposed system can simultaneously generate motion patterns even within a complex background using the proposed geometric model-based algorithm and autonomously provide gait analysis results. The processed rehabilitation data can be accessed by cross-platform mobile devices using cloud-based services enabling emerging telerehabilitation practices. Experimental validation shows a good agreement with state-of-the-art non-portable and expensive industrial standards.
LanguageEnglish
Title of host publication2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP)
PublisherIEEE
Pages285-289
Number of pages5
ISBN (Print)9781479975914
DOIs
Publication statusPublished - 1 Dec 2015
EventGLOBALSIP-2015 - FL, Orlando, United States
Duration: 14 Dec 201516 Dec 2015

Conference

ConferenceGLOBALSIP-2015
CountryUnited States
CityOrlando
Period14/12/1516/12/15

Fingerprint

Gait analysis
Patient rehabilitation
Cameras
Mobile devices
Recovery
Costs

Keywords

  • gait analysis
  • single depth camera
  • multimedia signal processing
  • mobile multimedia content analysis

Cite this

Ye, M., Yang, C., Stankovic, V., Stankovic, L., & Kerr, A. (2015). Gait analysis using a single depth camera. In 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP) (pp. 285-289). IEEE. https://doi.org/10.1109/GlobalSIP.2015.7418202
Ye, Minxiang ; Yang, Cheng ; Stankovic, Vladimir ; Stankovic, Lina ; Kerr, Andrew. / Gait analysis using a single depth camera. 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE, 2015. pp. 285-289
@inproceedings{94849b672aad4278a52812bb3f2c9cd9,
title = "Gait analysis using a single depth camera",
abstract = "Abstract—Gait analysis is often used as part of the rehabilitation program for post-stoke recovery assessment. Since current optical diagnostic and patient assessment tools tend to be expensive and not portable, this paper proposes a novel marker-based tracking system using a single depth camera which provides a cost-effective solution suitable for home and clinic use. The proposed system can simultaneously generate motion patterns even within a complex background using the proposed geometric model-based algorithm and autonomously provide gait analysis results. The processed rehabilitation data can be accessed by cross-platform mobile devices using cloud-based services enabling emerging telerehabilitation practices. Experimental validation shows a good agreement with state-of-the-art non-portable and expensive industrial standards.",
keywords = "gait analysis, single depth camera, multimedia signal processing, mobile multimedia content analysis",
author = "Minxiang Ye and Cheng Yang and Vladimir Stankovic and Lina Stankovic and Andrew Kerr",
year = "2015",
month = "12",
day = "1",
doi = "10.1109/GlobalSIP.2015.7418202",
language = "English",
isbn = "9781479975914",
pages = "285--289",
booktitle = "2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP)",
publisher = "IEEE",

}

Ye, M, Yang, C, Stankovic, V, Stankovic, L & Kerr, A 2015, Gait analysis using a single depth camera. in 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE, pp. 285-289, GLOBALSIP-2015, Orlando, United States, 14/12/15. https://doi.org/10.1109/GlobalSIP.2015.7418202

Gait analysis using a single depth camera. / Ye, Minxiang; Yang, Cheng; Stankovic, Vladimir; Stankovic, Lina; Kerr, Andrew.

2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE, 2015. p. 285-289.

Research output: Chapter in Book/Report/Conference proceedingConference contribution book

TY - GEN

T1 - Gait analysis using a single depth camera

AU - Ye, Minxiang

AU - Yang, Cheng

AU - Stankovic, Vladimir

AU - Stankovic, Lina

AU - Kerr, Andrew

PY - 2015/12/1

Y1 - 2015/12/1

N2 - Abstract—Gait analysis is often used as part of the rehabilitation program for post-stoke recovery assessment. Since current optical diagnostic and patient assessment tools tend to be expensive and not portable, this paper proposes a novel marker-based tracking system using a single depth camera which provides a cost-effective solution suitable for home and clinic use. The proposed system can simultaneously generate motion patterns even within a complex background using the proposed geometric model-based algorithm and autonomously provide gait analysis results. The processed rehabilitation data can be accessed by cross-platform mobile devices using cloud-based services enabling emerging telerehabilitation practices. Experimental validation shows a good agreement with state-of-the-art non-portable and expensive industrial standards.

AB - Abstract—Gait analysis is often used as part of the rehabilitation program for post-stoke recovery assessment. Since current optical diagnostic and patient assessment tools tend to be expensive and not portable, this paper proposes a novel marker-based tracking system using a single depth camera which provides a cost-effective solution suitable for home and clinic use. The proposed system can simultaneously generate motion patterns even within a complex background using the proposed geometric model-based algorithm and autonomously provide gait analysis results. The processed rehabilitation data can be accessed by cross-platform mobile devices using cloud-based services enabling emerging telerehabilitation practices. Experimental validation shows a good agreement with state-of-the-art non-portable and expensive industrial standards.

KW - gait analysis

KW - single depth camera

KW - multimedia signal processing

KW - mobile multimedia content analysis

UR - http://2015.ieeeglobalsip.org/

U2 - 10.1109/GlobalSIP.2015.7418202

DO - 10.1109/GlobalSIP.2015.7418202

M3 - Conference contribution book

SN - 9781479975914

SP - 285

EP - 289

BT - 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP)

PB - IEEE

ER -

Ye M, Yang C, Stankovic V, Stankovic L, Kerr A. Gait analysis using a single depth camera. In 2015 IEEE Global Conference on Signal and Information Processing (GlobalSIP). IEEE. 2015. p. 285-289 https://doi.org/10.1109/GlobalSIP.2015.7418202