Layered Dynamic Textures

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

24 Scopus Citations
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Author(s)

Detail(s)

Original languageEnglish
Title of host publicationAdvances in Neural Information Processing Systems 18
EditorsYair Weiss, Bernhard Schölkopf, John Platt
Pages203-210
Publication statusPublished - 2005
Externally publishedYes

Publication series

Name
ISSN (Print)1049-5258

Conference

Title19th Annual Conference on Neural Information Processing Systems 2005 (NIPS 2005)
PlaceCanada
CityVancouver, BC
Period5 - 8 December 2005

Abstract

A dynamic texture is a video model that treats a video as a sample from a spatio-temporal stochastic process, specifically a linear dynamical system. One problem associated with the dynamic texture is that it cannot model video where there are multiple regions of distinct motion. In this work, we introduce the layered dynamic texture model, which addresses this problem. We also introduce a variant of the model, and present the EM algorithm for learning each of the models. Finally, we demonstrate the efficacy of the proposed model for the tasks of segmentation and synthesis of video.

Citation Format(s)

Layered Dynamic Textures. / Chan, Antoni B.; Vasconcelos, Nuno.
Advances in Neural Information Processing Systems 18. ed. / Yair Weiss; Bernhard Schölkopf; John Platt. 2005. p. 203-210.

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