scape mayorista Detailed human shape and pose from images, CVPR'07

Much of the research on video-based human motion capture
assumes the body shape is known a priori and is represented
coarsely (e.g. using cylinders or superquadrics to model limbs).
These body models stand in sharp contrast to the richly detailed
3D body models used by the graphics community.
%Detailed models of 3D human shape are useful not only for graphics
Here we propose a method for recovering such models directly from images.
Specifically, we represent the body using a recently proposed triangulated
mesh model called SCAPE which employs a low-dimensional, but detailed,
parametric model of shape and pose-dependent deformations that is learned
from a database of range scans of human bodies.
Previous work showed that the parameters of the SCAPE model could be
estimated from marker-based motion capture data.
Here we go further to estimate the parameters directly from image data.
We define a cost function between image observations and a hypothesized mesh
and formulate the problem as optimization over the body shape and pose
parameters using stochastic search.
Our results show that such rich generative models
enable the automatic recovery of detailed
human shape and pose from images.

Detailed human shape and pose from images,
Balan, A., Sigal, L., Black, M. J., Davis, J., Haussecker, H.,
Proc. IEEE Conf. on Computer Vision and Pattern Recognition, CVPR, Minneapolis, June 2007.

scape mayorista Detailed human shape and pose from images, CVPR'07
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Science & Technology	Upload TimePublished on 11 Jun 2010

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