DocumentCode
3511047
Title
A low cost 3D markerless system for the reconstruction of athletic techniques
Author
El-Sallam, A. ; Bennamoun, Mohammed ; Sohel, Ferdous ; Alderson, Jeffrey ; Lyttle, A. ; Rossi, Mattia
Author_Institution
Sch. of Comput. Sci. & Software Eng., Univ. of Western Australia, Crawley, WA, Australia
fYear
2013
fDate
15-17 Jan. 2013
Firstpage
222
Lastpage
229
Abstract
We present a low cost markerless system for the optimization of athlete performance in sports such as pole vault, jumping and javelin throw. The system uses a number of calibrated cameras to capture a video of an athlete from different viewpoints. The athlete´s body is then segmented from the background in each video frame. The silhouettes of the segmented body are then reprojected to reconstruct an estimate of the 3D body shape of the athlete, known as the visual hull (VH). The VH is tracked over a number of frames in real testing trials. A template combining a high resolution 3D scan and a 2D mass scan is then aligned with the VH in each frame. A set of motion analysis parameters such as the take-off data are finally estimated from the aligned template and compared with the ones obtained using a gold standard marker-based system, namely the Vicon. The proposed system was tested in real-time trials and was able to provide comparable results to the Vicon system.
Keywords
image reconstruction; image resolution; image segmentation; optimisation; sport; video signal processing; 2D mass scan; VH; Vicon system; athlete performance optimization; athletic technique reconstruction; calibrated cameras; gold standard marker-based system; high resolution 3D scan; javelin throw; jumping; low cost 3D markerless system; pole vault; segmented body; take-off data; video capture; video frame; visual hull; Calibration; Cameras; Image reconstruction; Joints; Kernel; Motion segmentation; Shape;
fLanguage
English
Publisher
ieee
Conference_Titel
Applications of Computer Vision (WACV), 2013 IEEE Workshop on
Conference_Location
Tampa, FL
ISSN
1550-5790
Print_ISBN
978-1-4673-5053-2
Electronic_ISBN
1550-5790
Type
conf
DOI
10.1109/WACV.2013.6475022
Filename
6475022
Link To Document