Gianfranco Doretto / Publications

Dynamic texture segmentation

Doretto, G., Cremers, D., Favaro, P., and Soatto, S.
Dynamic texture segmentation
In Proceedings of IEEE International Conference on Computer Vision, pp. 1236–1242, Nice, France, October 2003.

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Abstract

We address the problem of segmenting a sequence of images of natural scenes into disjoint regions that are characterized by constant spatio-temporal statistics. We model the spatio-temporal dynamics in each region by Gauss-Markov models, and infer the model parameters as well as the boundary of the regions in a variational optimization framework. Numerical results demonstrate that in contrast to purely texture-based segmentation schemes our method is effective in segmenting regions that differ in their dynamics even when spatial statistics are identical.

BibTeX

@InProceedings{dorettoCFS03iccv,
  Title                    = {Dynamic texture segmentation},
  Author                   = {Doretto, G. and Cremers, D. and Favaro, P. and Soatto, S.},
  Booktitle                = iccv,
  Year                     = {2003},
  Address                  = {Nice, France},
  Month                    = oct,
  Pages                    = {1236--1242},
  Volume                   = {2},
  Abstract                 = {We address the problem of segmenting a sequence of images of natural scenes into disjoint regions that are characterized by constant spatio-temporal statistics. We model the spatio-temporal dynamics in each region by Gauss-Markov models, and infer the model parameters as well as the boundary of the regions in a variational optimization framework. Numerical results demonstrate that  in contrast to purely texture-based segmentation schemes  our method is effective in segmenting regions that differ in their dynamics even when spatial statistics are identical.},
  Bib2html_pubtype         = {Refereed Conferences},
  Bib2html_rescat          = {Dynamic Textures, Visual Motion Segmentation},
  File                     = {dorettoCFS03iccv.pdf:doretto\\conference\\dorettoCFS03iccv.pdf:PDF;dorettoCFS03iccv.pdf:doretto\\conference\\dorettoCFS03iccv.pdf:PDF},
  Owner                    = {doretto}
}