Mixtures of Dynamic Textures

ICCV 2005 pp. 641-647

doi:10.1109/ICCV.2005.151 /iccv/2005/chan2005iccv-mixtures/

Abstract

A dynamic texture is a linear dynamical system used to model a single video as a sample from a spatio-temporal stochastic process. In this work, we introduce the mixture of dynamic textures, which models a collection of videos consisting of different visual processes as samples from a set of dynamic textures. We derive the EM algorithm for learning a mixture of dynamic textures, and relate the learning algorithm and the dynamic texture mixture model to previous works. Finally, we demonstrate the applicability of the proposed model to problems that have traditionally been challenging for computer vision.

PDF ICCV Semantic Scholar

Cite

Text

Chan and Vasconcelos. "Mixtures of Dynamic Textures." IEEE/CVF International Conference on Computer Vision, 2005. doi:10.1109/ICCV.2005.151

Markdown

[Chan and Vasconcelos. "Mixtures of Dynamic Textures." IEEE/CVF International Conference on Computer Vision, 2005.](https://mlanthology.org/iccv/2005/chan2005iccv-mixtures/) doi:10.1109/ICCV.2005.151

BibTeX

@inproceedings{chan2005iccv-mixtures,
  title     = {{Mixtures of Dynamic Textures}},
  author    = {Chan, Antoni B. and Vasconcelos, Nuno},
  booktitle = {IEEE/CVF International Conference on Computer Vision},
  year      = {2005},
  pages     = {641-647},
  doi       = {10.1109/ICCV.2005.151},
  url       = {https://mlanthology.org/iccv/2005/chan2005iccv-mixtures/}
}