A Layered Motion Representation with Occlusion and Compact Spatial Support
Abstract
We describe a 2.5D layered representation for visual motion analysis. The representation provides a global interpretation of image motion in terms of several spatially localized foreground regions along with a background region. Each of these regions comprises a parametric shape model and a parametric motion model. The representation also contains depth ordering so visibility and occlusion are rightly included in the estimation of the model parameters. Finally, because the number of objects, their positions, shapes and sizes, and their relative depths are all unknown, initial models are drawn from a proposal distribution, and then compared using a penalized likelihood criterion. This allows us to automatically initialize new models, and to compare different depth orderings.
Cite
Text
Jepson et al. "A Layered Motion Representation with Occlusion and Compact Spatial Support." European Conference on Computer Vision, 2002. doi:10.1007/3-540-47969-4_46Markdown
[Jepson et al. "A Layered Motion Representation with Occlusion and Compact Spatial Support." European Conference on Computer Vision, 2002.](https://mlanthology.org/eccv/2002/jepson2002eccv-layered/) doi:10.1007/3-540-47969-4_46BibTeX
@inproceedings{jepson2002eccv-layered,
title = {{A Layered Motion Representation with Occlusion and Compact Spatial Support}},
author = {Jepson, Allan D. and Fleet, David J. and Black, Michael J.},
booktitle = {European Conference on Computer Vision},
year = {2002},
pages = {692-706},
doi = {10.1007/3-540-47969-4_46},
url = {https://mlanthology.org/eccv/2002/jepson2002eccv-layered/}
}