Layered Dynamic Textures
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Detail(s)
Original language | English |
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Title of host publication | Advances in Neural Information Processing Systems 18 |
Editors | Yair Weiss, Bernhard Schölkopf, John Platt |
Pages | 203-210 |
Publication status | Published - 2005 |
Externally published | Yes |
Publication series
Name | |
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ISSN (Print) | 1049-5258 |
Conference
Title | 19th Annual Conference on Neural Information Processing Systems 2005 (NIPS 2005) |
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Place | Canada |
City | Vancouver, BC |
Period | 5 - 8 December 2005 |
Link(s)
Document Link | Links |
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Link to Scopus | https://www.scopus.com/record/display.uri?eid=2-s2.0-84864040080&origin=recordpage |
Permanent Link | https://scholars.cityu.edu.hk/en/publications/publication(ab4309a2-e8ee-4995-91d1-9a5e1652710c).html |
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.
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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review