Energy Constraints on Deformable Models: Recovering Shape and Non-Rigid Motion
Abstract
We propose a paradigm for shape and motion reconstruction based on dynamic energy constraints. Objects are modeled as deformable elastic bodies and constraints derived from image data are modeled as eztemal forces applied to these bodies. The eztemal constraint forces are designed to mold a deformable body into a configuration tent satisfies the constraints, making the model consistent with the images. We present a particular shape model whose internal forces induce a preference for surface continuity and axial symmetry. We develop a constraint force for dynamic stereo images and present results for the recovery of shape and non-rigid motion from natural imagery.
Cite
Text
Terzopoulos et al. "Energy Constraints on Deformable Models: Recovering Shape and Non-Rigid Motion." AAAI Conference on Artificial Intelligence, 1987.Markdown
[Terzopoulos et al. "Energy Constraints on Deformable Models: Recovering Shape and Non-Rigid Motion." AAAI Conference on Artificial Intelligence, 1987.](https://mlanthology.org/aaai/1987/terzopoulos1987aaai-energy/)BibTeX
@inproceedings{terzopoulos1987aaai-energy,
title = {{Energy Constraints on Deformable Models: Recovering Shape and Non-Rigid Motion}},
author = {Terzopoulos, Demetri and Witkin, Andrew P. and Kass, Michael},
booktitle = {AAAI Conference on Artificial Intelligence},
year = {1987},
pages = {755-760},
url = {https://mlanthology.org/aaai/1987/terzopoulos1987aaai-energy/}
}