TY - GEN
T1 - A convex penalty method for optical human motion tracking
AU - Barrón, C.
AU - Kakadiaris, I. A.
N1 - Publisher Copyright:
Copyright 2003 ACM.
PY - 2003/11/2
Y1 - 2003/11/2
N2 - Human motion tracking from monocular image sequences has been explored widely. However, there is a lack of a framework addressing the variety of sensing conditions. In this paper, we present a simple, efficient, and robust method for recovering plausible 3D motion from a video without knowledge of the camera's parameters. Our method transforms the motion capture problem into a convex problem and employs a hierarchical geometrical solver for the minimization. This algorithm was applied to synthetic and real image sequences with very encouraging results. Specifically, our results indicate that it can handle challenges posed by variation of lighting, partial self-occlusion, and rapid motion.
AB - Human motion tracking from monocular image sequences has been explored widely. However, there is a lack of a framework addressing the variety of sensing conditions. In this paper, we present a simple, efficient, and robust method for recovering plausible 3D motion from a video without knowledge of the camera's parameters. Our method transforms the motion capture problem into a convex problem and employs a hierarchical geometrical solver for the minimization. This algorithm was applied to synthetic and real image sequences with very encouraging results. Specifically, our results indicate that it can handle challenges posed by variation of lighting, partial self-occlusion, and rapid motion.
KW - Human motion capture
KW - Monocular human motion tracking
UR - http://www.scopus.com/inward/record.url?scp=84861062006&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84861062006&partnerID=8YFLogxK
U2 - 10.1145/982452.982454
DO - 10.1145/982452.982454
M3 - Conference contribution
AN - SCOPUS:84861062006
T3 - 1st ACM SIGMM International Workshop on Video Surveillance, IWVS 2003
SP - 1
EP - 10
BT - 1st ACM SIGMM International Workshop on Video Surveillance, IWVS 2003
PB - Association for Computing Machinery, Inc
T2 - 1st ACM SIGMM International Workshop on Video Surveillance, IWVS 2003
Y2 - 2 November 2003 through 8 November 2003
ER -