Gesture recognition for interactive exercise programs.

Jedediah Perkins; Misha Pavel; Holly B. Jimison; Susan Scott

Gesture recognition for interactive exercise programs.

Jedediah Perkins, Misha Pavel, Holly B. Jimison, Susan Scott

Biomedical Engineering

Research output: Contribution to journal › Article › peer-review

4 Scopus citations

Abstract

This paper describes a gesture recognition system which can recognize seated exercises that will be incorporated into an in-home automated interactive exercise program. Hidden Markov Models (HMMs) are used as a motion classifier, with motion features extracted from the grayscale images and the location of the subject's head estimated at initialization. An overall recognition rate of 94.1% is achieved.

Original language	English (US)
Pages (from-to)	1915-1917
Number of pages	3
Journal	Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference
State	Published - 2008

ASJC Scopus subject areas

Signal Processing
Biomedical Engineering
Computer Vision and Pattern Recognition
Health Informatics

Cite this

Gesture recognition for interactive exercise programs. / Perkins, Jedediah; Pavel, Misha; Jimison, Holly B. et al.
In: Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, 2008, p. 1915-1917.

Research output: Contribution to journal › Article › peer-review

@article{15d66df2e8234d0ebcb57dc1a79a6ff0,

title = "Gesture recognition for interactive exercise programs.",

abstract = "This paper describes a gesture recognition system which can recognize seated exercises that will be incorporated into an in-home automated interactive exercise program. Hidden Markov Models (HMMs) are used as a motion classifier, with motion features extracted from the grayscale images and the location of the subject's head estimated at initialization. An overall recognition rate of 94.1% is achieved.",

author = "Jedediah Perkins and Misha Pavel and Jimison, {Holly B.} and Susan Scott",

year = "2008",

language = "English (US)",

pages = "1915--1917",

journal = "Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference",

issn = "1557-170X",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

}

TY - JOUR

T1 - Gesture recognition for interactive exercise programs.

AU - Perkins, Jedediah

AU - Pavel, Misha

AU - Jimison, Holly B.

AU - Scott, Susan

PY - 2008

Y1 - 2008

N2 - This paper describes a gesture recognition system which can recognize seated exercises that will be incorporated into an in-home automated interactive exercise program. Hidden Markov Models (HMMs) are used as a motion classifier, with motion features extracted from the grayscale images and the location of the subject's head estimated at initialization. An overall recognition rate of 94.1% is achieved.

AB - This paper describes a gesture recognition system which can recognize seated exercises that will be incorporated into an in-home automated interactive exercise program. Hidden Markov Models (HMMs) are used as a motion classifier, with motion features extracted from the grayscale images and the location of the subject's head estimated at initialization. An overall recognition rate of 94.1% is achieved.

UR - http://www.scopus.com/inward/record.url?scp=84903808396&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84903808396&partnerID=8YFLogxK

M3 - Article

C2 - 19163064

AN - SCOPUS:84903808396

SN - 1557-170X

SP - 1915

EP - 1917

JO - Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference

JF - Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference

ER -

Gesture recognition for interactive exercise programs.

Abstract

ASJC Scopus subject areas

Other files and links

Fingerprint

Cite this