Can DMD obtain a scene background in color?

Tirunagari, Santosh, Poh, Norman, Bober, Miroslaw and Windridge, David (2016) Can DMD obtain a scene background in color? In: 2016 International Conference on Image, Vision and Computing (ICIVC), 03-05 Aug 2016, Portsmouth, UK. (doi:https://doi.org/10.1109/ICIVC.2016.7571272)

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Abstract

A background model describes a scene without any foreground objects and has a number of applications, ranging from video surveillance to computational photography. Recent studies have introduced the method of Dynamic Mode Decomposition (DMD) for robustly separating video frames into a background model and foreground components. While the method introduced operates by converting color images to grayscale, we in this study propose a technique to obtain the background model in the color domain. The effectiveness of our technique is demonstrated using a publicly available Scene Background Initialisation (SBI) dataset. Our results both qualitatively and quantitatively show that DMD can successfully obtain a colored background model.

Item Type: Conference or Workshop Item (Paper)
Research Areas: A. > School of Science and Technology > Computer Science
Item ID: 23672
Notes on copyright: © 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.”
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Depositing User: David Windridge
Date Deposited: 27 Feb 2018 15:46
Last Modified: 04 Apr 2019 05:27
URI: https://eprints.mdx.ac.uk/id/eprint/23672

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