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 :
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