Mixtures of dynamic textures

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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Author(s)

Detail(s)

Original languageEnglish
Title of host publicationProceedings of the IEEE International Conference on Computer Vision
Pages641-647
VolumeI
Publication statusPublished - 2005
Externally publishedYes

Conference

TitleProceedings - 10th IEEE International Conference on Computer Vision, ICCV 2005
PlaceChina
CityBeijing
Period17 - 20 October 2005

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. © 2005 IEEE.

Citation Format(s)

Mixtures of dynamic textures. / Chan, Antoni B.; Vasconcelos, Nuno.
Proceedings of the IEEE International Conference on Computer Vision. Vol. I 2005. p. 641-647.

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review