We propose a novel approach to reconstruct complete
3D deformable models over time by a single depth camera,
provided that most parts of the models are observed by the
camera at least once. The core of this algorithm is based
on the assumption that the deformation is continuous and
predictable in a short temporal interval. While the camera
can only capture part of a whole surface at any time
instant, partial surfaces reconstructed from different times
are assembled together to form a complete 3D surface for
each time instant, even when the shape is under severe deformation.
A mesh warping algorithm based on linear mesh
deformation is used to align different partial surfaces. A
volumetric method is then used to combine partial surfaces,
fix missing holes, and smooth alignment errors. Our experiment
shows that this approach is able to reconstruct visually
plausible 3D surface deformation results with a single
camera.