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Illumination and Reflectance Estimation with its Application in Foreground Detection
In this paper, we introduce a novel approach to estimate the illumination and reflectance of an image. The approach is based on illumination-reflectance model and wavelet theory. We use a homomorphic wavelet filter (HWF) and define a wavelet quotient image (WQI) model based on dyadic wavelet transfo...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610519/ https://www.ncbi.nlm.nih.gov/pubmed/26343675 http://dx.doi.org/10.3390/s150921407 |
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author | Tu, Gang Jun Karstoft, Henrik Pedersen, Lene Juul Jørgensen, Erik |
author_facet | Tu, Gang Jun Karstoft, Henrik Pedersen, Lene Juul Jørgensen, Erik |
author_sort | Tu, Gang Jun |
collection | PubMed |
description | In this paper, we introduce a novel approach to estimate the illumination and reflectance of an image. The approach is based on illumination-reflectance model and wavelet theory. We use a homomorphic wavelet filter (HWF) and define a wavelet quotient image (WQI) model based on dyadic wavelet transform. The illumination and reflectance components are estimated by using HWF and WQI, respectively. Based on the illumination and reflectance estimation we develop an algorithm to segment sows in grayscale video recordings which are captured in complex farrowing pens. Experimental results demonstrate that the algorithm can be applied to detect the domestic animals in complex environments such as light changes, motionless foreground objects and dynamic background. |
format | Online Article Text |
id | pubmed-4610519 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-46105192015-10-26 Illumination and Reflectance Estimation with its Application in Foreground Detection Tu, Gang Jun Karstoft, Henrik Pedersen, Lene Juul Jørgensen, Erik Sensors (Basel) Article In this paper, we introduce a novel approach to estimate the illumination and reflectance of an image. The approach is based on illumination-reflectance model and wavelet theory. We use a homomorphic wavelet filter (HWF) and define a wavelet quotient image (WQI) model based on dyadic wavelet transform. The illumination and reflectance components are estimated by using HWF and WQI, respectively. Based on the illumination and reflectance estimation we develop an algorithm to segment sows in grayscale video recordings which are captured in complex farrowing pens. Experimental results demonstrate that the algorithm can be applied to detect the domestic animals in complex environments such as light changes, motionless foreground objects and dynamic background. MDPI 2015-08-28 /pmc/articles/PMC4610519/ /pubmed/26343675 http://dx.doi.org/10.3390/s150921407 Text en © 2015 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Tu, Gang Jun Karstoft, Henrik Pedersen, Lene Juul Jørgensen, Erik Illumination and Reflectance Estimation with its Application in Foreground Detection |
title | Illumination and Reflectance Estimation with its Application in Foreground Detection |
title_full | Illumination and Reflectance Estimation with its Application in Foreground Detection |
title_fullStr | Illumination and Reflectance Estimation with its Application in Foreground Detection |
title_full_unstemmed | Illumination and Reflectance Estimation with its Application in Foreground Detection |
title_short | Illumination and Reflectance Estimation with its Application in Foreground Detection |
title_sort | illumination and reflectance estimation with its application in foreground detection |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4610519/ https://www.ncbi.nlm.nih.gov/pubmed/26343675 http://dx.doi.org/10.3390/s150921407 |
work_keys_str_mv | AT tugangjun illuminationandreflectanceestimationwithitsapplicationinforegrounddetection AT karstofthenrik illuminationandreflectanceestimationwithitsapplicationinforegrounddetection AT pedersenlenejuul illuminationandreflectanceestimationwithitsapplicationinforegrounddetection AT jørgensenerik illuminationandreflectanceestimationwithitsapplicationinforegrounddetection |