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Detection of multiple dynamic textures using feature space mapping
journal contribution
posted on 2017-12-06, 00:00 authored by Ashfaqur RahmanAshfaqur Rahman, M MurshedImage sequences of smoke, fire, etc. are known as dynamic textures. Research is mostly limited to characterization of single dynamic textures. In this paper we address the problem of detecting the presence of multiple dynamic textures in an image sequence by establishing a correspondence between the feature space of dynamic textures and that of their mixture in an image sequence. Accuracy of our proposed technique is both analytically and empirically established with detection experiments yielding 92.5% average accuracy on a diverse set of dynamic texture mixtures in synthetically generated as well as real-world image sequences.
Funding
Category 1 - Australian Competitive Grants (this includes ARC, NHMRC)
History
Volume
19Issue
5Start Page
766End Page
771Number of Pages
6eISSN
1558-2205ISSN
1051-8215Location
United StatesPublisher
IEEEPublisher DOI
Language
en-ausPeer Reviewed
- Yes
Open Access
- No
External Author Affiliations
Not affiliated to a Research Institute;Era Eligible
- Yes