Spectral-360: A Physics-Based Technique for Change Detection
Conference paper
Sedky, Mohamed, Moniri, M. and Chibelushi, Claude C. 2014. Spectral-360: A Physics-Based Technique for Change Detection. 2014 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2014). Columbus, OH, USA 23 - 28 Jun 2014 IEEE. pp. 405-408 https://doi.org/10.1109/CVPRW.2014.65
Authors | Sedky, Mohamed, Moniri, M. and Chibelushi, Claude C. |
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Type | Conference paper |
Abstract | This paper presents and assesses a novel physics-based change detection technique, Spectral-360, which is based on the dichromatic color reflectance model. This approach, uses image formation models to computationally estimate, from the camera output, a consistent physics-based color descriptor of the spectral reflectance of surfaces visible in the image, and then to measure the similarity between the full-spectrum reflectance of the background and foreground pixels to segment the foreground from a static background. This method represents a new approach to change detection, using explicit hypotheses about the physics that create images. The assumptions which have been made are that diffuse-only-reflection is applicable, and the existence of a dominant illuminant. The objective evaluation performed using the 'changedetection.net 2014' dataset shows that our Spectral-360 method outperforms most state-of-the-art methods. |
Year | 2014 |
Conference | 2014 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW 2014) |
Publisher | IEEE |
Publication dates | |
25 Sep 2014 | |
Publication process dates | |
Deposited | 22 Aug 2017 |
ISSN | 2160-7516 |
Book title | 2014 IEEE Conference on Computer Vision and Pattern Recognition Workshops |
ISBN | 978-1-4799-4308-1 |
Digital Object Identifier (DOI) | https://doi.org/10.1109/CVPRW.2014.65 |
Web address (URL) | https://doi.org/10.1109/CVPRW.2014.65 |
Page range | 405-408 |
https://repository.uel.ac.uk/item/858x9
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